{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<img align=\"left\" style=\"padding-right:10px;\" src=\"figures/PDSH-cover-small.png\">\n",
    "\n",
    "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n",
    "\n",
    "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [In-Depth: Kernel Density Estimation](05.13-Kernel-Density-Estimation.ipynb) | [Contents](Index.ipynb) | [Further Machine Learning Resources](05.15-Learning-More.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.14-Image-Features.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Application: A Face Detection Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This chapter has explored a number of the central concepts and algorithms of machine learning.\n",
    "But moving from these concepts to real-world application can be a challenge.\n",
    "Real-world datasets are noisy and heterogeneous, may have missing features, and data may be in a form that is difficult to map to a clean ``[n_samples, n_features]`` matrix.\n",
    "Before applying any of the methods discussed here, you must first extract these features from your data: there is no formula for how to do this that applies across all domains, and thus this is where you as a data scientist must exercise your own intuition and expertise.\n",
    "\n",
    "One interesting and compelling application of machine learning is to images, and we have already seen a few examples of this where pixel-level features are used for classification.\n",
    "In the real world, data is rarely so uniform and simple pixels will not be suitable: this has led to a large literature on *feature extraction* methods for image data (see [Feature Engineering](05.04-Feature-Engineering.ipynb)).\n",
    "\n",
    "In this section, we will take a look at one such feature extraction technique, the [Histogram of Oriented Gradients](https://en.wikipedia.org/wiki/Histogram_of_oriented_gradients) (HOG), which transforms image pixels into a vector representation that is sensitive to broadly informative image features regardless of confounding factors like illumination.\n",
    "We will use these features to develop a simple face detection pipeline, using machine learning algorithms and concepts we've seen throughout this chapter. \n",
    "\n",
    "We begin with the standard imports:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HOG Features\n",
    "\n",
    "The Histogram of Gradients is a straightforward feature extraction procedure that was developed in the context of identifying pedestrians within images.\n",
    "HOG involves the following steps:\n",
    "\n",
    "1. Optionally pre-normalize images. This leads to features that resist dependence on variations in illumination.\n",
    "2. Convolve the image with two filters that are sensitive to horizontal and vertical brightness gradients. These capture edge, contour, and texture information.\n",
    "3. Subdivide the image into cells of a predetermined size, and compute a histogram of the gradient orientations within each cell.\n",
    "4. Normalize the histograms in each cell by comparing to the block of neighboring cells. This further suppresses the effect of illumination across the image.\n",
    "5. Construct a one-dimensional feature vector from the information in each cell.\n",
    "\n",
    "A fast HOG extractor is built into the Scikit-Image project, and we can try it out relatively quickly and visualize the oriented gradients within each cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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3aysyZQG/lWskn89jZmYGMzMzKBQKIuj5zXqTxX5o0Mt1rAW/vo/8oP9ubss2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NCTJ08sboJjeI0kmYHe7XZ1cnJi8phgRZQW5urV1ZUVXGFfqtVqlkWG8bq5uVG9Xtf+/r6Vs47H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gCov5P5TUMGPtSqKn1ANQCEjVto2OypNgFzApx1Op0QplzHquOucx+4a/iuZaeaN9/g/x67\n4tq+J2Cx+aRsHI9r7A4MPPHLJxdCpbSLW8sgWGmqyXi1A8z8uI49mxBAmlrMiCtj/rvdrqRpzAlz\ngGIwHk9CBSjjhBtqfX09wDz9K5VKYTm9ubnRw4cPNRpNSzWtr6+HhW9+fl6DwUBv377Vmzdv9PTp\nU+3u7urBgwdxkhVB+2xESVEqBwWGsltkaC4tLWl3dzeY++XlpZ4+fap79+4F4yNUwBnz0tJSZOK6\nJgpIxEosTc8rPzo60v7+ftBlsVjM1JSVFOV8AIAwKwQgtO5aYr/f1/X1dcTftlqtsFoDVi8vL7W1\ntRUKDPQOzbu73sNA2B9uQYAW+Te1bHrCVRoH6nuJ5x18unfA55VnecY9Bx6jmobk8E5fHwfMqWUu\ntQq4EpvGn80SCikA/ik1DydyTxfKlc+Z8zef00KhoI2NjYww4R3enFfR8qw6DoTz/ubC0Y0e6XvZ\nL6mXIFXmEOaeXITgx5WLVXV1dVVra2sZ0D0/Px9JlT7+w8PDd/q1sbGRCSFivrFyevOa2H4vQIXr\n4/E4vDa+D+fn51Wr1QLQMq7l5WV99dVXYXGVJvL74cOHsW/4FgezeDgHXqJ0z7s31NvOzk4o8fRh\nYWFBjx8/jnvYq5TColGPPaXPYnGSZ+DXFxYWQjZwDTn3ySefZAxKKFZ8m3/TE7h83Z2XAHwxpvha\nbG5uqtPpRIUHZLrTDHKY51IF3VtqCHAeB9BPAdzW1pbS5om6fr9Xm8j7uzS7fqv325/Bu5Hu4RSo\nuiHzrjm461t57e4jS+wlXlcPYYSgwqqHm0lSxnpKfTov2CtNAaP/y2S4q4p+MDgXbPw/jedw7RnG\nDWhGKDOBmOCZeL7jLkziFYvFSX1SLJO4kNC419fXtbGxEdnz/BAOAXgF6Kcgg0Qu5tE1LzYIm5Vw\nASzRWBuJrUUjHo8nmZOj0TSeFg2OeRoMBqpUKup0Onr27Fmc4HRxcaGzszPd3Nzo/Pw8gDjHvM7N\nzanZbOoP//APtbq6GpZESk65pQSNmvjPubk5VSoVlUqlsOKUSiU1Gg11Oh29ePFCh4eHQTfeT2Jm\nvXwIgfCsL6Enbq2n9qsLg7m56aEJL1++1NzcXABW3GwIuouLC21tbalcLmt1dTViYrEe4jpcW1uL\nd5OJDS2wN2Co0LF7DFLg5hZkt36mVkp3TblXwd3uDpBT0Mr7XRlk7lIQ4rGyaRhDqtgyhvSbvMfH\nm2f9S6+lwiBldGmffyot5YvpnKVz4p6g9F54jTT7qMW7+jGr+fqn6+wttbrkgd+8a97cKOH7zcGM\ng18Hu2nLc2v6vQ4OeG9ef7jX97bvffqRloby5z0mslAoROgB8ZeS3jFKpON1oOJlxVxpQeH3tQEA\nfvbZZxlgC5jxeUZGOn251dLHS798HZlbauLe9S0AWt7cOkZgbpmXvDX3e5EhqbU23WMp+Ezv9XV0\nfp2nwKVKTto/f/esvZbu51Rx95Ki/gxGqfS9Kc6a1Yc8Ws77Pn/7EKAqvQesXl5eRlIOAjaNQfRk\nEReA8/PzoVnOz8+HBZJ7sTb5JHBvKlB9sAzMM6URTL6RHWRyzX9IdnLh7MLUzea4ozHH05c0mcst\nRGg8rVYrYnPcgutxOfQPoM7m5pseTsAmJTu+UCiE5ZO4SmnKfNw1u7e3F/3CNcM9Xhh7f39fH330\nURDdl19+qUajoeFwqPPzcx0dHWk4HEbRaxK2Xr9+HdaMZrOp4XAYJaFYB8qheFmstbU1/d2/+3f1\n/Plz/eY3v9H8/HzUiOWY1s3NzXCBAIolZeKuXEN18DgcDmPdCoVCuP0AxE+ePNHp6akGg4HW1tai\nliGaMmAWS0Kv19P29na42Cl9Bc2m14mrorYr97HWvnFpDircGpkytjxB4MoX11GIvNoCiqc0tZQ6\nSM2zhvo8u1XVFS9XaFNmmLY0rMeV09TrMgss5TG6WbFRP4XmbjcHR9K7wgGB7dfcc5ZaR9Ln86z2\ns+7l//7MrH651d3Bjbe896aAIV3/lN58DOl8pQI3HW9eX51O+R1Xejovee/1MlXcQ4UV75d7QViz\nYrGYOY3QvYU+N/CcZrMZtXh5F3zT+1UsFjP98moqPq+8w+eNw1NmreMs+vB19H+dRplbl/vpmvMc\n8aBYRqH7NPlNmloQPXQDmZLup1lj8DbrWh5fzKMZruXR9Id8y+/1uaV5KIDPt99LiGP6Lf/X54Dn\nXWFLMdyH9pt2J1h1MOZgEAHu5Z5IcEotLRS/XVlZya0vCWOE+ACwDMBd/6l275PldQF947sF2IEr\nYLBYLEaNVIpjcwoKREtSEcHtuHk58x6gVygUtLKyovv370e9OB8zc4eV1RffXVRuBQQgcQQdQAD3\nNoyEOcTSCLBttVpaXl7W6upqJAehPWEZhVgBjyRaEWdKRubx8bGkiZb76NGjiAMdDAb64z/+Y/2t\nv/W34kSS1dXVYHyAPpKS3DLMaSvNZlPr6+taW1vTX/7lX6rRaKjVauns7CyqCBwcHGTW2AEWSoVb\n8lAKcOVj3RyNpoX5Ad3uZuY6YB7FCyVrYWFBOzs7unfvXliQOTGoVCrp/v37ajabkVAFYIcJUWcW\n5Yy5cbDtFgP+zbNIuveBMXgcNP93ZcyVGE704X3Mp+8ZD1lwEOl7PXX/e31VX4+8/qeAKQUJ7mnx\nObgLvDqN/JSar6U0zYz2xCZpanlGYHvpJJIfEWDsB+etznvTWLQUvPkapCDDw1WkrPXSAVh6PCy8\nw3m9pABrPDscDvXq1Ss9fvw4BK6ftIQ3hvvpF5alPCXRx+WgCmDmYJhrbt1EsTs7O9Ph4WF4bsja\nd6BEEirHo7IvSYCBr6FEU6FleXk5jBjIFp9TP7oaMIlMYc2hIeInXfnk+9DO//yf/1MPHjzQ+vp6\n0AF/IzSB38k0p7mnKI/OHOC4FdyPp2VtnJ64dzwe64/+6I/0j//xPw76Yb79GFjwDLG8pVIpszYY\nMGiOJ9xjnOfRSWnGQyNTvkc/PLbby2aWSqXMCYq+7xib73UHwP491sgb9J2e0Mi6pcetMgcpLx4O\nh+9YglNQy7W/Ecsqbgg2X14MGvfB9HCdU0oJbQZAKL3rmnEQmueeBHAyKamwcgbiAhHBDThzgc1z\n/I7QxU1M4DIudVzzHM3JNbdAUfi+1WpFYD8MkzhVZ26uuQA6AZQEkeP6p48wOr8G0AEcUIri+vo6\nk+AFICXDE0AxNzcp0E/xfwcrfmwjBaWbzWaUSalWq/Fze3sbNVdvbm700UcfaXd3N5gh4Bsmi6C4\nurrS3t5ejIMEghcvXmhhYUEnJydqt9sRfgFjnWXBcIbgFqRCoRBHS0pSr9fT3NxclAVDMWEDOhiW\nprX+1tbWoh/9fj+EPmPq9Xo6ODiI+eUwCSwXgHk8EDBc1tIBIPTvm5v+wdhgIAiS1Drv4SPOFBw4\n8HzqJXBmAnPlOWgxtdQyBk96ob98B/DE3uCb9NEZMy2PoaVgyO/5IW7rH1NDmUXxkqZJmKwhWdCp\nt0dSAMTLy8vMKUfujfJYUHgPfN35NQCDfkGXbhEkVhyvw3A4jIM5iMeUJgmT3W5XxWIxcxpVvV7X\naDQJ08JS+Pr1azWbzUyc6c3Njf7kT/5EhcIkufOTTz6J5zlJj9h7Kp+MRqM47pR5ZQ7YV7e3kwok\n0C9zQjUM5I+kiL2fm5vT5uZmjOH8/FzX19cRTwog5XQ+LIKEUnHgCrydsCz6LylOLxwMBjo4OIia\n141GI95LnVHPzt/Y2Igk0G63q263G6dYFQoF1ev1UMa3t7dVLpe1v7+vP/3TP9X5+bm++uorffHF\nFzHebreb+RaJqOPxONYMmepzy9ygOHDNE0pLpVLMLcYpt0oOh0M1Gg1tb2/H9WKxGNVtxuPp0a6D\nwUCNRkPSNOTOvWoYFwqFQlSjgZYB5c6LeC8hfdI0tpdxdbvdyHlBdgMK4etuSfeQQPCH0xdryT2+\nz3iX80i3LNPyPBiunM6yEr8PcOaB1R/S3ptghWAkAQemJykW07U7gK0LLDQqj4FyIYRQcrdjGl+U\nCk++5S5LgC5WQRaBY2G73W6mLBR95XmuOxG4BRZgi6Dld0pzjceTzHCAEj8Az3R+/D1sSE6DQgHw\nklzF4iQ7kjqlzWYzQCZAaGVlRfV6Xd98840ePHigR48ehYaN277dbkuSarVaMMZOp6P79++r3W7r\n/PxcBwcHcXYxfVtfX9dwOFStVtOrV6+C6bTb7ZgrrBZbW1tqtVoBxohfJS6Vo1Xn5uYiiWs4HGp3\nd1eVSiVinRCa4/E4SknBoBFQKEK+Th5zlII4hCprnWrzrJHTCMJ5bW0tzt+mn5z3TbymF8K+vZ0c\nyCBNLNIrKyuxb1zhiA05ly0llWqhqTUTJcoTygDH7CUS+aApAKF/2xkiwNotBqkSCCiZ5fr3fqbj\nkPLDXnycPn63CM8CrPybgtefYvNwFOaCdU/nBr4HSGTfANiwkMDnXHGRsoc0sF/yYhL5VuodkxRl\n5JwW19bW3nFZFgoF7e7uZq71+33t7e1lDCjj8aTY+4MHDwJIS9K3336rP/zDPwy6kxRAa2NjI2oo\nS5OkUPhZ6lFM5wAZ4XHonqHtFirCrNzqNB6PtbW1lbFGobRjEKC/8Mvb29sAQ7e3t9ra2tLS0lLG\n+ler1VSpVDKWTE5uKpfLkVQmKVPCieZGCr5VLE6O2aZKgleN+af/9J+qXq/HtWKxqFqtFt5F1sGt\nrw7kMGr4+nqsrdOBh4HRWANfGwwxXiFgPB6HgQADDOuEQcQNBMgXD2fw0oOMxY+k9ebZ9v5OSom5\nhRTPY2qVxNJKwyOcAlmexQiEgSo1GNBSwyPzk97n4/Rxz+K3swDpD72euWd8B2f/N//m34SGiXaB\nRoFG46DQrXEAL8Dm6upqFHx3Nzt/Bwy4S9fdl6kAwxLgf3MBSp9dkDrgdSHKDxYBwKSDA6xeZLLz\nDUD59fV1HK/JhltYWIgkHECK12P1HwgNoUH5EdwU9A2NsNfrBfhEy8Z1QUJXsVgMIIsriZAM3k92\nPklAhG5QBonKA27F5T3ERhGPDF10Oh1dXFyENg4DoGxLpVLRxsZGzBHMgsMYbm5u9OzZM3399de6\nvr7W06dPdXx8rFarFYcHAPCJJ1pcXNTe3p5qtdo7QoXxo1nD0FIrZuoiSZMSqtWqHj9+rO3t7Uzs\n7NXVla6urgLoz81Nat+iSLx580aSdP/+fa2trWlubpIpvLm5Gd/EwgX9sZ9SGnGm4ZZ2lEL+77Tu\nABWB6h6T1KuR7kdPDKQPWOX4JrUMoU9qJjKv0JvTv1t90z2f7v80fjb9f8r0/N/9/f33MsIfU3OX\nswsYb+n1vPhWtxxxPVUaUotLKtD8Xlf+0ufz7k3XctYY8t5LS605vr+gew9DcWux/5t33T07fo1v\neehF6gXyPs3qA0CGPcw3XPm+6173OLlruN1uh9ePawB4DEv0DTnolnR32ac0A09yyybvTWND03W8\ni2bcc8p7aWksrM9hKh953stMMgbonT75t1jjNJ44pXvaLFrMA4sOJr1UWUpzbkx5X0vpPlUCpGnh\n/5S+xuNxhNOkystwOHxnHdM5cM9f3t7NM0x8CFi907IKMCMZyq2F4/E4o3FLyggwB6sAnXa7HXGO\nABxPBErdlG4JK5fLkaiCuxa3vJu43ZXJO1jg1NrjTMYrBbgF1DcPwp77SHzCAkHciwNkgAZaHITP\nmHgvVQAWFhYibAKLZ6/XmyzW/+uSoC5ouVzW+vp6gKdms6m3b9/q9evXwSAArLhbyuWyjo+PYxzc\nW6vVwk3DmInVlKQ3b95E3M7e3l5orIA+XHMcw1qr1YJBwuwA7l4nzq3QWBpvbydnV//BH/yBnj59\nGhsJy6DH+wDMOOWrWq3qyZMncS+bzAHZ4uKiLi8vA3w7A3DG4NpqqVTSRx99pE8++SSs0ViUAYzN\nZjMKcLOmzWZTl5eX2tvb0+LiYoB/mKi7XpmTlEFAI9Cl07IrXoyPefRrqYXSmQf7wN37qaXK3+me\nDnf/51lY85gQ36EfHkbhyqP/QJfva3lM/qfW2Nve7rJouLDyez0O1a/nXZv1/5Sff+jzqYHirjHM\nshrlXcvrV6qkvq+P6b1Ob+977yygkQIUaXoUbvp9j+++6163xvp14u9THuEyneaeFX/vLJpxxTJ9\nb3pv2mbRTB4gzJuDvLWZm5vL5AzQUmDPO6XZHoFZ3/oQupt1LX1v3nz73H4ID8z7Vh7duXXYnysU\nCu8AVd6Rejry/p+nODJfef38UD59J1gFECDQ07hLgAIWGOLZ3JW+sLCQKVh+dXUVoIcST15vFCuZ\n18hDiyO2MB1kOlEIXLceOVD1d7qF1S1NDkIABy6kAebMEQsPkCJ+BpcIABtLqbsMCIL3xBiAa7lc\njnuvrq5UqVR07969sEb1ej2dnJzo22+/jc1HkWQsmTy/tLSkdrudiVMjUery8lLPnj3LxK/t7OxE\nbC7XBoOB6vW65ubmwlXHGJrNZoQxuHU31VwB9CQ2DYfDsCJjvca6SzWEw8PD0IyXlpbidC3uI0Si\n1+vpxYsXcbqKNAWorDVxptCPVw5whQVXWbVa1f7+vh4/fhyufCwQvV5P4/HktJnT01M1m82gx4WF\nhbAi7+7uqlarBTjHu8Dc4Q4rFAqZWKNUELtlBcXQrbLQMfQEo8Va6QyP/cAPeySYg7k/fR+5qw26\nTt3/9DXVqLnGu7y5hWxWex9wncVMfyqNfY9g8bX20BCnJ+gG5Qwlo9frRRy2K/hYV5wHo9z4+vn3\n0j4iFPMsLrOsMKl1Le1/+o302+xzv+YywYELPJmcBZR2ZNvFxUXwAr5FLVCvgILyhtykr/5e7qXu\nNPyaNet0OlFZB5nEXHh5Knjn2tpaGHWwkjkPxJ2cx5sZu8fRI9M8hpKYWmLv4UUotoSwvXr1Sltb\nW5lT5PBopV4a1sf5lNOXG5G4Jk2VKuTmixcv9OjRo0ySWLvdDnf+eDyO0DLCIqB/DBh4lKAv/gaY\nd+sh/7px666W3iJo7L8AACAASURBVOPP5SlobsF0TON07nsn3SNunXZ8wxwSWujv48hZvw8MlPIO\nPJbOa9LveMvbrx/S7jxu9Ze//GUmaz01Q6eA0YUXDJOOYwH1hQcAra6uRmkiLIowXXe1I1TzNLqU\nCeUxQybK/+7uR6xSvlFSrQYLkM+B/83jlpgzNrIDEmfsWD339/d1cHCQOauY+Bj+trS0pMvLS52d\nnenk5ESvX7/W5eVlZPDPzc1pa2tLo9EoYiZHo0kBZGJQC4VJ+aZOp6N6va7r62sdHR2FG7fX60Vs\nGIWDGVO73Va73dbl5aVKpZJ2dnYywBILOAWX+QanQvmY/Tg33nF+fh6MlmPvdnZ2tLKyIkkZS6pX\nRADkwyR5Z7E4jRkbDofhmk6t7AS3QxeFwiRGd2trS59++qkePnyY8QhICjc/MaKnp6cqFAqRlAJY\nrVQqWl9f18rKSihmnCQGEHRACR3hNueH6/zuSpgz1Tw6T/dKuh/SPZK6HdN7+ZaHILBfCZGhL17j\n1T0dHv7C736de9MfH1ceSEk1ejwGP6XW6/UylVdckXZ+fnNzE4lLVBHBsPBXf/VXWl9f1+Liom5u\nbuI4ZJRoF2RU7Ehj/90a4wAOGoB+U6Gfl5zngCbPEOGCGlrEolcoFCKsCXqjT81mU81mM3I0SqVS\neLB++ctfamdnJ2hoPB7rL/7iL3R1daX9/f0Yw3A41J/+6Z9qd3c3DBfD4VAvXryQNDEUOKj71a9+\npb29vdjHw+FQ3333ndbW1jIepmazGW57SkZeXV3pzZs3wU+Y66dPn4axB6/T1dWVvv32W1Wr1VjH\nTqcTCWXsscvLS7XbbZ2dnUVoH3L65ORES0tLGQstibfIS3IhOAGKfvV6Pf3Zn/2Z7t27FwB1OBxG\nJRpkoaQIMUuT98APKX3hxXM+Qczs1tZWrM3t7eQwmK2trXheko6PjyMcjXuvr6/19u3bmFu+dXZ2\nFhZi5CKeRfile55d8XaZI03ANUnc0ISHU4B30j3iyhbzglGQOWAvEyfLvklzZFhHFBfP8aAPHg/M\nGjsN8G7nKTT2Udp8T/M773pfe++hAIVCIQAkQhmiYWAwN5gMbmuAAoPG6ra5uamNjQ2tra0Fem+1\nWgFovNxOGpcKUWDlTCeCe1LNB6JzUO2Em6fpOHCAITlopq8wb4AdoMOrCTB3ZOlubGxoa2sr5mA4\nHEZ8MCd8bG5uhlCAkfT7/XAll8vlyHKEiOfn5yOZ6ebmRtVqVYeHh8E8nj17pnq9Hoca9Ho9vX37\nNlzSnNxSLBa1srKily9fRshBv9+PE5ygA2JbKpVK/J3N6LGgjEWagEjOqMZyytg5sWUwGGhnZyfA\nT61W08nJSXxnZ2dHc3NzESMqTeOQsDgjwBCa0Ck0AoODGbDO0iQ54eHDh9rb29P29rZqtVqGgbHp\nisViAHySJ9bX18OyCYMDnLKxPX45ZSgIW5I7+I7HtKHkkUBB9QpolGeckUP/ME63yKZW1ZSBuGWN\n98BA/SAAf+csq7AD1nTvOQCdZaF4nzvMLXDvs3L8GBvWULKKmQtCd6ApeHqxWAxrnDSJZXv16pV+\n93d/N+Od8PJ5rCOACDAjZatopFZM6N+NAPyNVigUgl/B66EXhHuqkKQWJfYX4yMJdmFhQa1WS+Vy\nOQDk+vq6BoOBWq1W7PHLy0s9f/5c/+Af/IMA/Ry3en19ra+++ir63ul09Pz5c/29v/f3Yr7IrueQ\nGO5tNBp6/vy5fv7zn79z78OHDzPJZhwL/fHHH2diQC8vLzPHoqJoF4vFOCFPmgDK8/NzffTRR2E5\ng2/U6/WQRQ6+AHSsSb/fV61Wy1jSAZt7e3uZvbq0tKSzs7NQ1guFSUJco9HQ6empdnd3Y83X1tbU\n7XbD4gpdpMomY3MrH31wIwrz9ed//uf6Z//sn2XubbVaun//foYWU0XY1wGFQ5oCaIwO3Atte8UZ\nxpy+15VD+BHVLMjvcUs2ezXlm24kgw97LoOkmE+O9cYglFqqaVQOSlse38zjuRiWPqTdZVH9EGvr\nnWDVs6v5v8diMqmASYRmv9+Pd8zPz+vg4EBPnjyJEhWU3wC9w0Rck8ljSAh1t9imf3cm6ILRtXd/\nzq1GriUxVu7h3WlGHlqRJ4wwJ5QzIeHm/v37+vzzz7W/vx+JN69evZIkPXjwQE+ePFGlUlGj0Yii\n+ljYADOj0ShKnpBRD7F5LHG329Xm5qYePnyoXq+no6MjHR0daTQaRTbpaDSpO9put4N5AIwLhYK+\n++471et1FQoFPXr0SLu7u+r3+3r58mVUCahUKtrZ2YmyJ+vr68GUWH/KoGBdw71IiRXiOjc3N0OY\nVCoVDYfDiPPs9Xq6d+9eWIR3dnbCuss4JEXIAsITgcf8AFxT1wVte3tbxWJRGxsb2tnZiWxWFwzQ\n1fLyckaL3draigxcACVKnJfBQQmC9lDK+N0TrTy4Hzrm/7yHigt5CVYpsIP2XVv3eFO+zX4nAYpn\nAczsU569ubkJL4gzr9T66Vq59437HMDmMf4f0v667qb/mxs0Miv2zePUAC5uqZQmRoUnT568E6dc\nLE4ywd0d6G5vmisp/v08JSMFren9KcBI73EQm2el8THwrx9nyTy4NV+auOK/+OKLTB1PLK6///u/\nnxnD/Py8Pvvss0x/5+fn48Q6/3a1WtXf+Tt/JzMe9i/eI/42GAz0ySefZN5LaJIDOwwTT548iX4y\nBkKWeB6+s7u7G4YE+rWxsZGRk8ie9CStXq8XR9FyL3Jvd3c37oWv/c7v/I6++eYb3b9/P8ZWKpWC\n9nwuKIEIOIfPprTiBjP+9vTpU/39v//3lTas0n5vo9HQ/v5+pp5ouVzWzs5ORnHCU5hm/8N7HUCm\nAJNvuXWf6/QnjeXlnT5ez3vxa84v/f7xeJzxJnGP3ytNXf3e+Ab7yd+ZZwX2caX7Ejnp701b3rOz\n2p3VAP71v/7XsZkHg8kJSc1mM2NO9lg4d//j+qxWq7q5udHJyUm4eDc2NsKy6pnpqbvQF46BubUo\n1ab9mk8AE+fC3wVuOulcA+S4mymNzQNYu/sTsz/JUpRGubq60uvXr/Xy5UtJk/IwT5480c7Ojq6u\nrnR2dqZWqxVWDLfkSdNzpd3NAIC+vLxUq9UK1/Hm5qZKpZLevn2ri4sLSQrXLPG/lF0ql8s6OTmJ\n8+y3trb08uVLnZ2daW1tTb/3e7+ncrkcGjJAutfr6eHDhzo8PMwoGbgUKfIPI8M1w/oCkBiXnw7W\n7/cjuQ/3/NnZWdT9+7M/+zO9fPlSz54902AwCMuQx2pSakSaAFUsq+5S96Q4sv3J1Kd6BSEWAEKs\nGyhegDZcYNSRLZfLEWeN4HBLKbTF2ri1k/87uGRunEb5u4cKzGJgKQB2Fz70Sy1OaeoZ8Sx+XMUo\njlhVPQyAOWIPsrdJemNueCf04Yoe9zgDd4D7PubmguHevXt33vtjbLPcay5A3ndvnhCZJVh+yL3/\nN7UfMoY0RO2u5/Ouz1qb1HV61/N5ewNDwfu+NavNWlvpXZpxAPy+e3/IHHzo8z+kX7Pm60PX8Ye4\nsH9I+yHj/d9tyJ90zvMOAPB8H2+z5jaPvv53+MSdltU0TpRTmch+H4/HUb4KVyku4NPTU52enur7\n77+P2AysNQAQLDgEPruVdparL9XEGKz/69ZS17h5nmuptdWFdDrZqcbvQBXraalUiux8NMR6va7X\nr1/r17/+tUajkT799FP983/+z9XpdPTs2TP9+Z//ecRRERMJqKEMUK1W03g8jlq39Hd+fj7iTNFq\nd3d3I/7o/Pw8xtlsNlWr1WIcm5ubUdy/2+3q4OBAP//5z3Vzc6OjoyPNz8/r448/1ueff65SqaTX\nr18HENrc3Axge3h4qKurK3W73QBAKysrERIgKU7CGo/HERvmJ8c42C8UChHmgPWAWCtJURtwb29P\n9Xpdq6urajaboQHj2mMDeOB/mkyHpaTX62lzczPWbW9vLxKrPIaZcAhon+OIAVJe4aBQKITnAMDl\n2f+eyEJ/PQYXMO3g1UGqg9nRaFpSzAEl/fKQBL6JxTdVxFI3PvPH2PyUHuYXb0ua7MVY6IPvnzwr\nSV4CmIdr5AmWuxj7T7UhVC4vLzOJE+wJEhi5Lr17pKc/Ax+E/rHcSu+eUpValvKsKx8C4H4IOLgL\n4CC70ve2Wq0otM+1ly9f6sGDB++8p9FoaGtrK/Mtfx4rLV4d5pb23Xff6ZNPPsn0q91uR3IS75UU\nJ/n5tfPz8/i+K6t5x4c+f/5cjx49yjwPf0jX7OLiIrxbPO+hI9wLf0ifdwuo7zcHL6enp5HwyzUO\nFCDpLLXeOVBibZAnvva3t7f69a9/rZ///OeZfuXRctov7vXjaWdZCol9Tukzfcab3+t7JC/0yZ+/\ni+7Tb80quXYX8MvbY25J5hvEPDsITefWr6f7XMqC/rv69aHW1fcetypNYy2wsmISX15e1uHhYVgN\nW61WuPchZKyr3hHfDAgyrFx8j7/5v/yfH0CjNC2XkALTPKDqk+dWV67zTicErnuMzGg0ivJOlUol\ngNT5+bm+/vrrOEGlWq3q888/V6VS0ffff6//8B/+g05OTgKcANa9LmWj0YijXzudTmSOkog0Go3U\n7Xa1vLyszc3NYFpv3ryJYv1Yu0ulUrjvsNi2221tbm5qOByqUqloZWVFr169iuNWy+WyarWaOp2O\nJGl1dVU3Nzc6PDzU8fFxZOhjzaOvxWJRZ2dnWl5e1t7entbX199J9CJcAfBNvJWkELDEYuIOg1nN\nzc1lwOXJyUlY+FPFxBOAmDOSD3CHIRxIgNrZ2QmLf6VSiaQL3kPFA2gJFxy0MRqNIibOgRYJhn4y\nCe9NgZ+DafcyAAYdfDv9Mn4KkpOoRzUPfx/MFwUh9TikANkVM2iK5gLN9xZ7yOfBwasDVbeY+r1+\n3T0qvn/9d9qPwar312kOSFGA3MPw6tUrbW9vZxQfjv/FLQjf56QlajATXlSpVDKKviuBngfgwpQ2\ny5CQp1z4N6DzVCbkCVzn+4T9+AE3z549i0onyJx6va5ut6uvv/5an3/+eYzpP//n/6wvv/wyIxca\njYbK5bI6nU7EoRPnixWf73/99dd68uRJJtlrPB7H9w4PD+O9z58/1+HhYcaCxQEuADhkxq9+9Sv9\n7u/+bvSrWCzq6OgoTgL0mN+Li4sIHeNbJycnqtVqMQeFwrR84ng8LbM4Hk8qnTBOvgffoF/8DRAO\nXWxuburk5CTkD17X//E//oe++uqrcME70IReHewNBoN3QNK///f/Xv/qX/2rzL0e5oWxYzweR0UF\nnwPonj2Cp88xCWvhtOLr6wCSZ/N4D+8BwHkYSrqPpHdP53TDBooR/fIwrbyEKU9KlPQO74bfex4S\nSdve/LTE9HqqoA2H7x636uuUzuGHANY7wSqE6Bauvb09SRPN8OLiQt9++21MIgISlyQWR0f+TCCu\nxdFoeiKWE4MXq2WBUmuqg1oXXv4dJilvgrjHBb4zUV9c/xZxNMQOdbtddTodff/99+r1eioWi3rw\n4IG+/PJLtdttnZyc6Fe/+pUajUYANOaLjUW8aK/X0+XlZSaulGoJo9FI5+fnEStKOaRut6vXr1+/\nk415fX0dcZ+sJdZaXPS3t7cRfsC6cMa0JHW73bCYl8vlCFN4+PBhxAI5c4MpULKMecPC2O/3I2GP\nNYduisWiVldXMwlpbCBKvPT7fa2urkY/VlZW4uhYmIuvuR/kwDcAUBxP+PDhQz169CgS/4g5dQsj\ntMTpJhTB58i829vbTLLgcDiMk1ugMWeAg8H0TGZnctA1QNtpFLc8zBsmI2U9DdCU04KkjOUWuqZ/\njNWzVpnHVJFLLVVuRfN9x5gdfDtQ9RAin+MUWKdM3b8x6/d0v/9UGnuk0WjEKUPSZB+8fv06U4ED\nfkKiCyDj6OhIvV5PGxsbmp+f1+rqatAs+8itbCjGzr/zki4Quqn1nHaXIJOmBglAML/7HmC8ZP5z\nfDRz8Pz58wgvQTb9xV/8hf7Lf/kv+pf/8l/q8ePHkiZW5P/4H/+jHj16FCCHrPJ6va6HDx9GItFg\nMNA333yjarWaMWbU6/XYTwCKVqul//bf/pt+/vOfa2dnJ8Z4dnaWqVcOYDg6OtK9e/cyJaa+/vpr\nraysZPYbNZ05iYv3EnrnFtxmsxkhYdx7fX2t4+PjSA7lXg7AcVBE+Un4Nvf2er3MPgVMwYOx8heL\nRT18+FB/+Zd/qa+++ir4AjwtxQvNZjMTzzsajfTtt9/q937v9zK0hNcX7xpzQCUB51PI2Uqlkkmg\nw8PHqZPQG7LMTx30MAKnRWjWk+K43+NRMSx4yJPfiyGI38FTGBvcCOOx2fCAUqkUYYMA1kJhavln\nTGm4pVvMveWByRTEv6/NskR/SLvzK8ViMVz8HPH55s0bNRqNTDIHkw0RU/rCs/kBJb640lSAMhC3\nmHoyUyrouCcPqKaC1C0w3lzrh1BgYG6tYi5w0S8vL+vm5ibOlCamcnl5WY8ePdLy8rKeP3+u7777\nTu12O1NFgXnButjv9zOA2TPqt7a2tL+/r6urKx0dHWk8HqtSqejw8FDr6+sajUb6zW9+EwlK0mQj\nEq4xGAzi+vb2dsSgEo95fn6u169fa3NzU5eXl+p0OkG8vV5Pt7e3Ojg4iDnAUvz5558HYyEGmXhO\nMmsHg0FUHJAmVhrc4N1uN0q0YC0FXLGBKNHV6XQiZAAwiMt/f38/6q2iFTMH/BByAjByt3yn09GD\nBw90cHCg3d3dWFuvYEH8LbTCukmTBLd2ux0nNqXAi+xiaBHlBquHM1R3nTMGH4tbKt0yyj3OSJyJ\nEkPq1mTmCvrGMu5auytw3icHJ+yvVPFzYJ7Gm3p8qs9XnsXVAW66z98HQlNe8FNqi4uL2tjYyFii\nbm9vtbu7+05WNRVJXIG8d++exuNsORrWEQurAxJ+d/pzyxDNwaQ/n97H7+kaO33539hP/g4UWU+Q\nury81OHhYRhgpMke3t/f17/4F/9CT548iXtfvHihP/iDP9D9+/cz++zBgwfBK5iv4XCovb29OHRF\nUtTUvnfv3jv1Sb/44gvt7u5Gf6mfTZUQ2tzcXFQhYZ6Gw6Hu3bv3DqgkPGt5eTl+H4/HoTAzhuFw\nqNXV1aiD7d/a3NzMVHUA2CC7GYMf6uJzwBHZDnyohILyjxV3c3NTx8fHGeu7730aPMhpEXn65MmT\nd+bAy/rRX8chtNXV1TCscS+VaXwMrjSn+yGl3RT0+dw6T5byk54Yu68Vz6feI5QtEnb5G30kXI3n\n8yyiecfb8h1/p/fFm9+bXmcc7zMwvM+amrl/fAfX/3f/7t9F6SXOP/fjRHFbshgIQHfpOzjwBCqu\nLS8vZzYPzI+4OIjb3aGpJcYnKZ1IF6Z3/esmdF8EP2+ZagdY6gAg1WpV19fX6na7uri4iBOmPJ6P\nxfYSP1gqWNzFxUWtr6/riy++0NbWlq6urvTb3/42NMvPPvtM+/v76na7UbsUQMppXh43SQgCmnet\nVouDAbDGAvzo/+rqarjBFxYW4rhW3DfSBMDd3NxEOQ8Ij/F6+S63sKKlA1I9sQcmyTxLCre9W2hH\no0n4w/n5uer1uv7qr/5Kf/Inf6J+vx8WXTZPsTiJLXOmjUZKktg/+kf/SJ9++mmMBYbjZVHoDxbQ\nwWCgdruter2uRqMRNSgpJYXGfnt7G3SNaw4LltcyTC2tjBPhBkB2K1QeQ6c5I/V94swQRdPvYV96\nKSwH574GbgVgz/B+4maZb4CrJ1UhVOAVHvfLGrD3fayzmgMY/3+xWNTh4eF7n/8xNZQTV7ZRiNyy\nI02PBHVBmgcSJWUUqjQjODUY+Dv8Wiqg3mdpyRNms57JU9jSPrjbmmvEn6bPAzi9Ee/r97ry5l6H\ni4uLKDjvz3v9W5qXqeM61kssavSL9fV7OaRAmvIGDxPyfuFq9/XycpCptZLv+zXG6/QFjfm9bjRw\nxZ1+wGt5bwqSPKTB+3t6ehohZrRZMZzwTp8D7vV1eB8tO4idtUfuote0X3nP+zMf0i/nc3nfvKtf\ns8Jq+HE6wAKcNy8+Lt7LO+/a+7P6NavdaVk9OjoKgCgphGv6UQQa/3q9R9dqiKFjEnBJefY2IAGh\nBujyhXJh7BPsv6cLkN6btzi822Mwr6+vdXFxEaAKIUqh+nq9rufPn4e2B+ggBsYTcqgDilvBLU21\nWk1PnjzRvXv3dHR0pF//+tc6OTnR3NycHj9+rK+++krn5+f61a9+FX3B1Q+4kBSF5kejyXGgjUZD\ny8vL+p3f+R29fPny/2nvTJojvbK6f54cJKVSY2pWleQauul2uxq7GR1EE8Hbe/YsWEDwCdiyYcFn\nYAELggURsGLJhoBFs4CAiDaTwXa7BperSnNKykEppaTMdyF+J//P0U3Jhd0dpitPhKJUj57hDuee\n+z/jtcePH1uv1/OaeicnJ/b48WObmJiw9fV1L3Wys7NjExMTubAOsyvrqpl5mSlcEAhT5gaXjI4p\nWiCWVw3i5khYgDIxdMTNUf7q/PzcqtWqJwcsLS3Z7Oys7ezs2Pn5uQPGsbExazQaXuuQdmEFbbfb\n9vM///O2sbFhk5OTntRgNijZRmmsYrHoc0dVjIODA3claWUAYl2xkpRKJU8wU2Cn4RFsciguyq9a\nGUDBIWMNP/JedSMBKHUt0D/WYQTB8D5JbRrHBt/pd/g/AgvLEuEOqqBGa2tUPrmeWt/DAGtKe4+C\n9k0jtYxBrMNIGqd2G92kOPxvx3rYZnrTpp+iKNeHgQK1pEG4+aMVGFCq/Ad4PTk5cfAV3b2MMzJF\nk5t4PmZW60lU8d44j6k+8C29ruE+SjF5Se+J8xstnal7tG3RJQzfqWUPBSkqAuqtoV28jxMdoaWl\npWQfUnyY4v3UWtD7UxT7fZOCFf8+7N6bQOpt94KHIr75ou266TvxbzG5Lj4f195tYFyv36awQjeC\nVY5nYwGijeFa1KL3CmABrqBxYpywlKlbsNvt+rGbZAiiDapbNwoS1dxu07TRGHkv//og/A+wQOPG\n4tdsNn0zrlQqnmhwfn51tOjnn3+eGx+dLNUSVePEilYoXMWsLi0teU3DnZ0d++EPf2itVssKhYI9\nevTIarWaNRoN+4d/+AfXvgEAgAHc5miah4eHHi/14MEDu7i4sH/+5392ayJt3N3d9dhbsytX/d7e\nnmXZVZ1SyjmRMUrc0szMjLXbbQ8V4J38TQsRkyQViyejbWfZVZwsCQAa5E7sULFY9DEpl8u2v79v\nS0tLnuCwtrZmn3zyiX+LpKfd3d0c+Dk+Pvbkr+985zv2ve99z5PjcG8SjoBVkDEDTNFuhDghCisr\nK26J1KNycRkybwhqgC+WaFyTWmkjAlXWFbyripyCvRhSoOuGucA1pCEE8YeSchpOAmhVj0HK8oCF\nRjdMwLuWq1LAGoFsSmjG9Z2iNxWkmuUVd/6Fb5WQ0woOmDOVqWpJUk+aglx4IGaGR7mtf9P/p6wv\nPM81BQqpGFnNe1DjhlrvaA+ySPeRuMkjv6leosBqa2vL9vf3bWNjw2Wj2VXS0+Liot27d8/7wPHL\nmvmfZZlXMtGC7J999pnNzMy4NZa9iIojerTr7u6ux6eicBK+g0xlzjVHgjFA9rIGNdaSceR59ncs\npsw5XjLlEcK29IS9TqdjFxcXNj097eFX//Zv/2bvv/9+LhP/8vIyt8cxXr1ez/7+7//e/t//+38e\natDv991KzffZh9Q6q3sJfMt9GAmU7zX8D2MKfdawwVhlgnFm3KIFNlpH1cuha4H+pqyQ7B36XHxG\nE3QhcFjK5a9hFvqtRqPhnkb9vsY56/WopNwGmv831tVbDwXAwkU9SV5KzJxqnRqnoK4R/q6ZhrhH\nK5VKrmwVi42NWjdX3YyHac4wHZMTtQ7+zuTgHj49Pc2FOZhdMT3JTefn57a9ve0bdUqDVbCqoRE6\nbizGhYUFe+edd2xqasr++7//2549e2YnJyc2NjZmm5ub9u6779qHH35o//RP/+QhFCy6iYkJ63Q6\nrvnXajVbXV21fr9vjx8/ttPTU5ubm7ONjQ37r//6L1/YChhI4oKRS6WS7e7u2tjYmM3Oztru7q5N\nTU1ZvV63ra0t6/evQh4mJibs6dOnHv/WaDTcYk52KadnAKTV2nx+fu5AlxNBiGNlw0SgzczMWLPZ\n9BCGbrdrr1698rquWZbZw4cPbWdnxy22gMlWq+V8cnR0ZK1Wy0tcvfPOO344Q7VadbcY44PgLBQK\ntrS05CEWjUbD+QpwWSgUPP62UCg4D42NjbmVut/ve/wc/IfVEgCApaFarXo9WPgsWlY1RIC/aRwo\nY6FW0xgOAP/G8jFqjSVMQF358KBZ3uprZjmQwNgoiI7W09QPbfkiAiz1dzYVlQVvGqEQd7tdj3/n\nGuOjijnXUZoADVrnFl7iutlA9qYypeHNWBA9WmYiYFYjhPIV1/r9QXY63+r3+7a9vW3T09MOHlnD\n29vbnhQMb3N8KfKTfQmABHgjDOvtt9/2d56fn9sPf/hDW1pasu985ztmNqjh/Gd/9mf2R3/0R97W\nXq9nz549swcPHuRAcbfbtZcvX9q7776ba+t//Md/2A9+8AO/9/Ly0ur1uu3t7dm3v/3t3Nz++Mc/\ntvfee88BaLfbta2tLSuXy7a2tmZmg0SoFy9e2Obmpt97fn5uT58+tenpaVteXraxsTHrdrvWaDT8\nGGz1AHIsqZbUOjk5sU6n4ycwokhvb2/bW2+9levXwcGBzc/Pe7+mp6ft448/9moACuyOj489cQ3+\nOjk5sf39/WtZ71qCjfCw09NTTwiGbzmcR4Ee4XzlcjkHrglV05CFVqtl/X7fk8KLxaKdnJzY6emp\nLSwsODgsFq9yPRRowx8qF2kvyYoKLuEbs7zXg3knDh3ZizeOdc6hTIuLi76eyuVyziCo607BOPfD\nTxFMYxxTDBE43AAAIABJREFU0rWrc6aKpyqgKaDK2ryNbgSrlEDCbWw20LioCxrrZbKZAfqi5ZNN\nVQcSt6PGt+rGOsztH4FqHJQ4GHxPgTZnQOumTgF3mOHFixe5c4CjxSfGEiqYUGtusVj0WqhmZi9f\nvrSdnR13l3/729/2+qd/93d/5wATixzH1Zpd1RvNsszLLh0fH9v+/r6VSiVbX1/PCXDqb05NTXni\n0tLSkrXb7ZxWfvfuXcuyzD7//HO/F6DFHMMTL168sEqlYrOzs14GhpPJYGosioA2DiKYnJy0Wq1m\nhULBqyNwahYLZGpqyprNpnW7Xa9a0O/37cGDB34wwOTkpB0eHnr5tO3tba92cHZ25pZwjl5dWFiw\nX/3VX7Xvfve7LqAAiapoIdA1Tofxazab/v9C4ep4Q+b/7OzMpqam/OhVvoEg7fV6nnTG35rNpgse\nlBUt7s+GHS2Z8KCCWeWz6AYHbLKeUET5Xa0RzDXWX7V24/nglDoNXUBJ4736Lz8aU62hAYAEXVv/\nGwvpsHX5ppAqKHo8pNlAmVDrt9lAGUHGMh9Y9LhfrS/Md5ZlDnYUmEaXbpTDUPw9yvUY/3h6emqz\ns7M5A8jZ2ZnVarXc0Z2np6eetc/z7GXT09O5tqoVEMXx8vLSDg8P7b333vO2kLfR6/XsN37jN/y9\n29vb9pd/+Zf2x3/8x34vsnJtbS13UtPZ2Zn96Ec/svfffz/Xh52dHfv+97/vllaebzabXuuaPrRa\nLXvnnXdyey9x/4An3tHtdu3BgwfXjg9dXV21mZmZnOcjnkTGPr62tuZ7NqE/Z2dnfsiLtuvevXs5\nUMl8qwW5VCrZ7/7u79qf//mf2+/93u95W5GPmtne7Xbt93//9+1P/uRPrhmF1MJXKBRsZmbGKpWK\n86J6bFQWoJiYWQ5Y0l72Bb6FQUMxiOYn0L9C4SoJm3h/VfYUCyBzCW0zG4SBMF7R6o9FU/cojCaK\nlyhDScIvPDI+Pu6hilFZjFbR09NTX0tK0TLLvKcqB+g6V56K6/916Eaw2m63vV5fTNxhcWsiFYsD\nrcxswPCaVYglFU1XS/SoVYtJ4EcFakT0kRgghCYAAY0KrYJ3AFIBd1reQwWtMh0CmwlXUzyLg3vm\n5+ftW9/6lp2cnNjHH3/s5Y3Oz89tZWXF3n33XXv8+LF98MEH3jaAr2biXVxcWK1Ws8vLS3vrrbds\nYmLCHj9+7EDnrbfectAGFYtFW1hYsLm5OWu32zY9Pe1WPU5b2tjYsEajYU+fPrXNzU2fAzS24+Nj\nB35YbHq9ni0tLXnCGTGbhULBy2FxshQJW5eXV3Vdd3d3ffNBEHBi18XFhR0cHNjZ2ZnNzs7mNL1O\np+PnT7daLT/beH193RqNhjUaDbf0UEqlUCjY/fv37b333rPNzU2vL6v8gScAbZe5J26W8BWsT7i3\nFOgBvokb1sUKAKYOMbw2Pj5uR0dHdnJy4lYXlDpAtJnlyrqwRuibWhDhTfVEwAOESPA3QLGWp1Me\nhgeVz9msAPlZlvlYqfVUgWnqR62uKpzVS6Mgh3G8SdB9GUH4s0LIZwAY46FWb8ZU+SNuYvCFbtrE\ni3NWO89FYwKk3zQbPn/xWqFQSG6CyGj91tjYmJfii+/keE+I0Cl9XpU+BQh4mDBsAFr+6q/+ygEW\n1Ov17Hd+53dy/SiXr078u3//fu56s9m0X/u1X8uNBfkN1DJlXVxeXto3vvENX+tm5jJBY17L5bJ1\nOh1bXl7OuZcxuvBOnie2X8Ek8kBdush+rdOLp3NpaSkHXtQ4ofP12Wef2f37913xZ7zK5bL94Ac/\nsFevXtnm5qZbJSldCDD727/9W/vTP/3Ta+FKvV4vV+lBx1JDRPhdZQP8ipKl97KvQch2KuxE17+C\ncPgIgJhSFPVexi0+Hy2a9Cu+L77LbIA3tHwXpH1DbhPqqQoO46N9oMyjEgYNJTXoxWvD6IvK7Bur\nAfzhH/6hN14TaIrForsY2NT4OzF1bOYAQzZELEtYWsbGxmxubs41AuLk1Dqk7s1ofYkdVuGsGyE1\nR2F6us3miTAmvkato1Hbj+9h8ejfYZrZ2Vm3DG5vb9vx8bEDj7m5OVtYWLCLiwt79uyZl47S2Cqs\nHP1+34+wnZubs1qtZoeHh3Z4eGinp6dWrVYdaBMHzELkqFCUj0Kh4AWRKXGzu7tr+/v7fjDB4uKi\ng0sUDtwQMDp/B1zhLtf2VqtVb8fk5KQDNhiYuaamXb9/FfdEuEK/33cghyCYmZnxo1fL5bI9ffrU\nPvjgA3v16pW9fPkyF7uKa/Cb3/ymfe9737O5uTlXnBAM5fLVEalYRClyjNar34dncIcyNvCmZtij\nDPE9Yt8Al1r1glCbGIYCbwKasVyb5RUyVeZ4DjCqFgZApFpwFTwChFGSSOBjvZNUxrrm+2qVwHpe\nrVad94jh5fuaeKmgW5VT1vMwzTxeV8VTr+MWfZPoddxrwyhlSUldM/vyR1Tepoh8kfemnn+de38S\n9DrtSo2tei2UCDWKz6f2xmHv/TJzM+zeYd9K3ZvimWH89UXHaxh9Ff39Mvz5daDXGYPU3Lzue7/q\n8brRssrxnABRTXhSqxhmdzZhLDsATwAnG5J//H/uiZsL2pxqvHQKBmVTUm2LzRIrJ/EnPJvreKnk\n2fCNRiOX1Uw7zPJlQHRg0Xw1cFktFnNzc3b37l3b39+3p0+fursUkPJzP/dzdnZ2Zk+ePLGTkxO3\nUNBfXOlqGV5eXrbNzU13JQGSqcV3dHRk/f6gxBaZ9cT8QMfHx/6+Uqlkn376qX9/enray25hQcGd\nbmaedIYLBm0L91y1WnUARwxslmVeqkrBbZZl7gY/ODhwflhcXLTz83NPEru8vLSjoyN78OCB9ft9\ne/Hihbvc+/2+x4fWajV7/vy5g8+pqSmbn5+3jY0Nd4VFywQueviH06ewtGL9pv/EShHnpjyARRJg\nxlyi2JDogBIFCATQEaurMauAO0B9sVh0i3K0lLEmoutWQSvKWSwbpRYDlDX4C2tqtMSxZvCYYHXm\nd74dQap+L8qEm4SWKoapTWrYJvemUarPajWP1hs8C+q+5V/dSDqdjo2NjVm73b5WhkgtfXo9lXyR\nssik7mXNaPY6zyODYx9TikzqHpIz9V4SN+MYxBOgsizzAvx6L6FiMcv9L/7iL+y3f/u3c9c+/vhj\ne/jwYS7+N8uyXIwt7yXmNPZra2vLFTHmam9vz8PMuBdlmm9h5UwdNUocKOPI+u92u7kQhUKhkKuI\nwPPsuYwtcrTZbLr1m/A2aorDdxgHPvnkE4/RBVuoW5020D7WPTJK+Uv3dMUS0S0fr6nSS3+H8ZfK\nrFgCTJ/Xe7VN6qGG9DhfSBPIeDbKS12bSnr8OUQbGo3GtW+ZDXhB749VGVKk+1K0+kLR8vpF6Naj\nB3RwGVhcmtF9j/WGzQjrjG5omN8BDiRZqXtQN99oTY0CEYCqDAf4i/3A2sa9u7u7uTqSw0gZS/sb\nhSWnXnBowCeffJJL9CmXr44wnZyctK2tLavX6+5ShbDWmQ2s2NVq1d566y2bn5+3ra0te/bsmYOi\nWq1m5XLZtra2HIixqRQKV8lFWEuzbHCC1OrqqnU6HT/WFateu932uCHaDgDB8qrF/nWjwzrNZsJh\nA8w12aMXFxfWaDSs3++7tY5yTxwFC4g9PDy0fr9v8/Pzdnh46MB1bm7OTk9PbWdnx4VLuVy2paUl\nd2/cuXPHQwtqtZrt7+9brVbzYHPieAqFgh0eHjrPYmFVLwIWYwQ3ChGxQQj/YrHo9VVjjKCGHKir\nhbGnogNhKBcXFx5XXC6XPQGrVCp5goO6pjQmVd3wKdAYrarRxYT1X8FvjD/VWFm1UrO+9XfN8FVr\nr357mGDjb/x8FVbDn1VCRqNsFotXtay5zlpVmaZxmvBvvz84KQqXLDHWMzMz15QZddNCWu81btJR\nwUcu6bwjG9XKgzIeQZaGMehY8C/fAtDVarXct/CenJycOCjr9/v2L//yL/bo0aMczzWbTZucnHRw\nzXvr9boDRZ7/m7/5G/ut3/qta+EHVDdRevbsmd2TSgJm5tn1MSziH//xH+373/9+7t56ve5udJTl\nXu/qJK3FxUVPeAU8cuogY9zvD5KJOKmv3++73NQxZo+lbi39/fTTT+1b3/pWbo4PDw9tamrK2zU+\nPm57e3vWbDZzyVjFYtF+9KMf2Xe/+90c6KvX626YwOMIj8PL/BCapUYE+B75o/yNgUETazEo0Qez\nfA1YM/PqKFpe7OjoyHq9nh9XzjfwQmnohbY3KjfwYLRuskbol7YP2Tg5OWm7u7t+OhptV0+t3p+q\nO2x2Vbd3cXEx1y7GKVJKHqtiHOkmhfImmX4jWD04OMgBTxUwCBIWABuZui5Z/FiJiDli81RLjP6w\n+WrMasr6qhnygOe4qfE7rth2u+2BxlED0H9Twi812ADxWq3mgOjFixfuPqfty8vLNjMz465qFgwL\nQMGLTv7CwoI9evTIut2uffDBB57gUyhcxcGen59bvV73rMy9vT0rFAoO+vr9vp8c1etd1UR9++23\n7cMPP3TgAFjCktput213d9cKhatYz8vLS3evc8jA0dGRA+Pp6Wmbnp52Aby4uOgHB9RqNbu4uLB6\nve6hCLSJAwU4WrZarXoiEkAbZabX63ldW6yQe3t7br0lqB2r/Pr6um1sbFixWLQ7d+64kHz16pWX\n3qJqApnTuPbVeknMF2EO3AuwZrwoOaW8TyKHLlwN8TAbZHzCv1iyS6WS7e3tuRW30+lYq9VyFzvh\nDHwXsK4glTXG7+p+VyunKoMIbNYz6zwqorrxwUfIA/2+glzWbQSqKbAKRUVRLSP8rp6XlLXhTaLz\n83M7ODgwM7t2ypEaF8wGiqZ6cczMga7G/rGpM8bILXg5WrDiYQPwla4R2qVHIUN6HKjOuRa0h1JA\nWY0V+q1Wq5VLPOv3r86zf/LkiT169CiXrf3v//7v9s4777ilEaCMwq4A+uXLl7a0tJRrw87Oji0v\nL/saZwz++q//2n7zN3/zWhsAGPqtJ0+e2Ntvv52zFD59+tR+4Rd+IdcvPUabdp2entrW1patrKw4\n+KLKATJDwefW1patr6/nAEmj0cgl/6DM1+v1XH97vZ5tbW3ZxsZGzkpI+FC1WvV24a1SAA+oRhnn\nOrKkXq/nEroYH4xfyuOATaysWGx1vEm6JcEb0hwVJQ3NMjMHePV63ebm5qxUujqAp9vt2tOnT21m\nZsZWVlbcW8gplCsrK57fQ2Ug/R5eNV0PaqDR/iveUR6r1WpudFIjHd4AHXMO01G+TcWA883U/6OR\nYZjxL2VZ1XfcJrdvBKutVstrrOkRdTEYX7OqVdNUDUiBrloa1eqqm61ugAginjEbxARq8pEKUAQq\nYQjEcUahyrvUUpAaVNWqGINSqWRTU1N+FO3jx4895pDvcyIUxfcZT5iL96gVgb6vra3Zw4cPbXt7\n254+fepgrFgsWq1W8xJNCwsLNj09bdvb2w7WiH/FJYJ1s1Kp2H/+5386YCTTETcP5T8AQ3t7e55Y\nMTU15aCORU3tPMDr9PS0HR8feygEsa7FYtH29/etXC7bwsKCL+ypqSlrNBpWrVa9buvExIS1Wi0f\ndxIIWq2WTUxM2Pb2thUKBX+uXq/nNj2qDczMzHhMNDX5GAtidtvtts8zri0smZy3DW/GsBMVyrQX\nIal1HZVnNKYVkKqAguN5q9WqJzHU63UPO2CupqamvILGxcWFFxNXKypgVUGrgkcFjtHipWOvfMf6\n1LhuZADvV3Csazkqnbq+Um4jtRrEZ+JajID3JmXzZ5nK5bK7kZWYI02mMLMcH+g1TaoxG4wnm7SO\nf0xgwZIZxz8Vk8xa0/uRWapIaf80ZIX3xr4qkIzjowCY79+/fz8Hok9OTtwzE8cAmQddXl56AinP\nkyS6traWa2uz2bSNjY1cG3i3gkQUidXV1ZxFFesWuQO8G+MFY8a8rKys5NpVKBRyeSFcHx8ft42N\njZwiQL94F2M7MTHhoEtd8NPT07nn1ZAT+4Z1XuVOsVi05eXlnIJjZh7zroBRDVq0S3lD9+3oli8U\nCrmDIFTOqFLAvSlQxrtqtZrvJawPwtVYB2rYUGUrzgFrM4ZGkpSsPKdrUUnHRAnQHA2OUfGLRgFt\nQ0qeRrmdktW8N94T5/k2Q8ONYDW6+nUhoPkqiGRTBJBGN6jGzRDXWC6Xcy5WJbUEaU281GDAdDAm\nJndNrEoNcEoTiAJSGZrnFhYWbGJiwg4PD217e9vdpozH2NiYLS0tWavVsq2tLT/9hwniG7rZY6Yv\nla5OrZqdnbWPPvooV5jezLzmaLvdto2NDatUKvbs2TN/p5akAjTOzs7awcGBn0rW6/VsZWXFjo+P\nHSDCyABVKhYwf+fn53Z8fOxhBuPj455wAzA/OjqyYrHop36h3e3t7dn8/LxNTEx4nUPc2OPj47a7\nu5s7EAKrLO9iwdbrdXdXVSoVOzw8dMsOyg8gVY9GxOVfKpW8CgICjvbjetITtswGgpr4K8CXFtuG\n71XJIrxFCV5TJQuhDmGpnZmZceG9s7Pj/IN7N8uuMpQps8ZaY72wHgEfEQAoiIwCQxU/jW0FrLL2\nuUfd/vH+GK8VLaq6znRNpgSXWnNT46q/v4lW1gjkdcz5v/4MU8z5f7Rep+YOr41+K7WJ6r+Qfkuv\npeKSmffY5hSYSBHGC+VtFEvN6jYzL90Xn+/3+zlLI/3XOqJcW19fz1moAHrvv//+tT4QBqV9HR8f\nzx1nTRtWV1evjRdrPLZB12ocW51HQLzKexQW5pYf9nFdX6x7PTaa8QLIqRI8NTWV22fL5fK1azzD\nfqU8rN7IOBY6XpF/tV2pZ5Q3lKIMMxvIFwA97VJgH9/BvSlAqThJKe4hsT2xvQBe/b+ZeTiQ8kLq\n3TEsgXcMMzSkKMqWYddue4/SjWBVNzsAKZs6lk02MxZK1J65XzcvdUVmWeYlgjDZo0lpDB4WrxTz\nIcAQRAAQXTg6MDHOIxVsHTdwvocb9vT01La3t68lo6D1kmGvhymwENQqzPgBtqrVqt2/f986nY59\n+OGHnkjDOBD7c3p6apubmzY/P29PnjxxaxeuEbMrJl9eXrZKpWI7OzvWbDYdnCBc9/b2chrX7Oys\nTU9PewwnLnfAGbGV5XLZA/fpx+7urgNvsvY5CWxzc9MKhYID4GazafPz89ZoNKzdbrvbo1wuW6vV\nsvHxca/lySlKFNxXPms0Gp7YgPY4PT1tMzMzXt+VRADCBQC+uCVRgrBmIGzUkm82iOXUTHYA7sTE\nhG8sqsQRq6vgFJ6CsAojlHHrcXAD7q/9/f1cIgvtV68G8x4trLp+h2nI9DluTvCeWjN0XFQGYEng\nfn2OdTpMYMW/DXMbxfal1vcwRfRNoGGbAn9L0U0btD4L38W/vU67UlaWCDjV8hnbnppzDCRxo4+g\nV61K8DDrJiZ+3QQoiLPX9ughGmZm8/Pz1u/37eDgwBO0ABHECirgxdAQj3HVRCbWGn2jPak+6Hil\nxjx1r9l1Kxh7uHo16a9aTDHS6PPIqlRYBtZhSJO01TIOYL2NP19HOVVjVYqf4r1RSdLnv8i3bmpf\nHC+z4dU1tH0pJW2YbOS6jpm+J4LdeP02YJr6f+qdX3R+UnTrcatsQprhTMCy2cBVVygUHEQRr2k2\n2DjVRcjvbPq6AQLYAL+ACe5JMZLZQAgQ0Bw1D6XIeCkAzLvVFYGb/ODgIJeYxb+zs7M2Pj5urVbL\ndnd3cxnnCrDi/2nn+vq6LS4u2vPnz217ezvHjFmW2czMjAPShw8fWqlUssePH1uWZbljb+nL4uKi\nFYtFe/HiRe6UGlwSWFkvLy8dlM7Oztr+/r71+4PDAHg/1sxCoeBF+dEk6/W6JwGRfHBycmLtdttm\nZma8fYzJwsKCbW1t2fn5uc3MzNjJyYldXFx4TC5UqVT8W1jIx8bG/F24qIk9ItwBZWd2dtbDEogz\n4xACKh9o8f9CoeCFnlVJ0LhQdfEwv6wLxkcTjyiDpa5z3bTjZgevn52d2d7ens3Oztr8/LyVy2U7\nPDz0dqi1FKBOe2P8qlp8VRilYrRSSiebJO44rY6hYFattwD6KDgZK7OBlYP36b26yelajOtG1y73\nabbwm0RxQ43Zu6nwCK7FyhbwqiomeFU0Q9psUBxcrVYocrF9umdAmnQYN+NUH+OGqnWp9b3El2sf\njo+Pc7LNzFzxMxsAv2Hg4Pj42Ne49u/58+fXarv++Mc/tuXl5WuAYH9/39bX13PXHj9+7Ae6cJ3w\nJzxBtOPo6Ch3hCtjyLzpelAAzNxyepPyA/s6oJN5Ojo68iOpuZfYfdY53yIJSHkDj5a2CwVdLbJZ\nlnlCboztV1CtSU8x5lP5kjlSvlA8gOGBvyELFWewBuDllDINH7TbbTf8cK9iBOSS8iL10XUeMQJG\nXk6B3ZQyp7kX9EENY/qcll3UdhKeqPcOA/jcP2ytp5S+SAqyh9GNYJXNSQeejVQ3cWLxLi8vveg5\n13kHIIIBUysLi4Mj8AjiVusrP7oIYKrx8XFPslLGiy4PHRilCGh1QgDPlFLSjRqmGh8ft+npaet2\nu3ZwcDBUg4qLhXGtVCp29+5dGx8ft+fPn3uSlLpvJicnfYHfv3/fKpWKffbZZ26J1P6OjY3ZwsKC\n9ft929ra8nED0K2uruYqCtAWTt+IIRzERKJcYPHEgk2oBcCo2Wy6gOD/WL5ZmAcHB3ZycuJgst1u\nu4UQHlF329nZmZfNKhQK7ipnTCuVils6mDP4ihO+zMwPRCAxiY1XE4mw6qoLjN8jeFUrJ+Ok5bEY\nFwSw/phdTyCCPwF+VE7Issz7pJZ6KmqoF0TBIqCVdqd4MsZpR4qgVd37jIPGijGO2i/u0fWF8NZ3\np6yr8V5tU/yd8VOl4E0jwlg0iRF+Rk4APgAdWZa5wso1Ev7USEHIjFrUWP8RFKsXwGygHJnlY4vj\nppZaEwpS+Jta+NTjoQYVrUfK9zVOHB4hvCzGVtIubW+r1cq5/fv9vieGqmUWwwmnDdKfVqvlRhqe\nR5nVKgcAzdgm8ga03BAJO1oZh/fGdUO7UDB5nrwOfe/Z2ZmdnJzkktIwKhQKhdzxn+fn53Z0dOSV\nBxjvs7OznFWPMC9OVjS7whrUmlblot/ve5kxTV5Vj6b2QfmA/oILNImQd0S5iHKDHIXvIi8DbHXO\nCZ1DLtMHalWbWS4Gmprjyp9gqagEKFZSvon8qWMc5a32Qd+RWmcRI7FOVVYzBjqOPMuYx/BN/p2e\nnnaDH9eipT3SjWBVLYHESNJwgAAbk8aw0uAYKwpg0g1tbGzMYxN7vUEpoJvcQLoR4zLVQVcNMG5i\nupHGyVDCld3pdDyuUzde3CJo6NTHjEKYCY79ASRw/Orh4aG9evXKWq2Wbxi8a2pqyusbPnz40Hq9\nnj1//tyyLPNEKgWqq6urfiQp1wGeKysrtrW1ZZeXl14ShViuLLtyQ/GMaqnEejIOZByyUTDXh4eH\nPq9aoYEFhSZJPOnR0ZHH2NLvs7Mzu3v3rm828BbglHu07BfB/cSjAqjoH/Vm2VDHxsZcgGi4CAAW\nXgQwwmtat5frCH3WiZl51Qs9TIFqCPoteEXBL3yqmy8nklWrVRcAWG3xemgGPjzGT8pqxXdUGKYo\ngkEd2whOo6s/Wqf096ixQ2p9Uwu1av0RqKogfZPBqipYnLFuZjn3bJxLwkV0TIdlScNvZoP540Q2\ntSjx7ihrI6hlPmO8JRSVEp5ROWs28ODpe9vtdg5Usj4Bj6oc4eGJfKr38a1er3ctxvX58+f29ttv\n59p4enrqtViVPvroI/ulX/ql3LcajcY1q2yWXdVdffTokV/DYLG0tJTbU1iDMQaRetQKsszMZUZ8\nr1YTYO3VarUccMJ4oIl8GKuWlpZy71WPi36LUCwNaSDcS41MY2NjNj8/n6tWA39iBdZvMW667rGe\nQjpe+jzGEryQ+t6YYMTvMRwKL6KuQ/ZOPXGLvS1WOIDf4jwqL8Z7I5GfwTt4X6vVulZ6KvW+QmFQ\n3ksxV0pOY6yD1IAX+dPMkgmLt4FU6EawqrGkgBIGm42YEAEWClYk1XywkmmpKmILi8WiNRoN10bY\nbGFUBi+GC2RZ5ht4NOGnNqg4uXET1U0X6x5F9lUrIbmF4HcsfApI9Xu0TzfSLLuK61xbW7OJiQn7\n/PPPfaxVW2NxUh7p3r17lmVXyTalUsmazaa3ncW+sbHhtUt1Hnu9q6NRKd3FgkbbnJiYsN3d3ZwV\nXcecub68vLTZ2dncOcNorVoJAcsMfQF0AeayLPN4VRYTLnmy9wGLgGgAEoKLGNR+f5D0EN1CPMPm\ncnx87FZO5gt+QxvkuyQcQGNjYzmLE+2G/1W5w4KFO//09NQBKxbiqNTF2E7ldQAn16MFWl3++g54\nVzeASNyb0qijVwKKSqBayLRfgG94RS3DaOc6xjp++i59tyqB2g7mgPmPccJvAqmiYpZPAlKZxLru\n9/ueVcwzClyhUqmUc3PCF/HoTr6tLnKu62Ei0RIU+VLbA6UMEMim2ObLy0sH61wHdMTkE0ryxc1Y\nZTrj9emnn9rDhw9z7221WvbgwYNrz3700Uf2i7/4i7l27+zsXAOq7GWLi4u5NlBOK45XPAY3yzJr\ntVq5uFbGAGOKziO1PaP1bW5uLrf+kek6Z+yLa2truTnSakHa1k6n4yFcGvPKtTiP5GSohRmFSnlF\nLZq6pwMMU+tA2wUv6mEYChR1zthb1UofvaTaLlXc4jzQHvY1VbTBF7Hu6U3yl29Gr5m+l/8Tnqel\nvgD9EbSqchEBqvYhUqoOawp8D7v3JrrxuNU/+IM/cDO+WiVBzgpOGXzVPnVTArBQykmtUGzEuDQ1\nvhUQzCLFLR03VaVoMeIbqd91Mjn/t91uu2tM36nJLJeXl15sH9INFZcE39P3TExM2Orqqh0eHrpL\nnWOfC6u9AAAaDklEQVQ0GTO+T6b3nTt3rNPp2N7enlv4dEMvla7KlPT7VwH9vAdAzxGtxK/SXrOr\nRIB2u+2uHQ3h0GoKGlMJX6g1GTDK4kFoACYBg9Vq1cMlGB+EKFUAOPa2Uql4XA2gFTc9AAxeUQ2e\nc605USsCSbJkaSduK9qI8OBfjfuEvxBqCHPu1zjRLMu88gW8jdWbsAH4QmM+NYsfMM17bzu+NLrh\nWSu8J1pTlWfVksnvp6enXv+P0lnMPRuOtg2lVGu7AtwjAIGv1M1EmyKPK1hVAK+gQjcn+vfrv/7r\nQ2XFzyqlLNpf1b2p+1LXh137ot96HfpJteuruPfL9PWraFdKSf1JjcGwb32Zdg2jn+Y8vg79X/rW\nV3HvT4tutKxiRWIzZyMCXbO5sumzUQMoAQf9/tWJGAsLC9brXRUP7vf77tJkE9fNVwemUCj4aRsA\nXMXYcfCiaT/G7OjzWXZl5STeRMGX3ocFgnJNBJfH90ERMAPal5aWbGFhwZ48eeKxoYQxAOoBxZOT\nk1YoFGxtbc263a7XPFW3P2O+vr5unU7HGo2GA03mhROrnjx5knOzqBZIELxaIXDLo92amQNYbafO\nNz9ofIwFlni0x36/n9OeAX2ANOaOb1HtAD6hhitu+2gBUdc9mrSWVaKNaOPwr7qlIiBiLGkz4QIa\nc6T9Z+5pB1bg8fHx3JGtjCvfUCup1iul7bFKRwSD/KiCGSsSKJjTeTO7Hp4Q1w1AkjAPQD7WZl0L\n3E/f4CWuKyjm/xDhJTEUAN6ISRsK0qNl4U0ixlvlcpyTKLeoUaz3ojAj81VGMM6MP1Yn5Suz9HGr\nsQ3aDrO8GzfVB1W+9Dm8LXpvPKZTFbQIlPReHZfj4+PcEab9ft+rAei9hF3pCVi9Xs+PQNV7j4+P\nbWZmJqdUEp9OvgHX9/f3/cAAHdeU7NF9Td8RFUH2RVXiUzyj46WyUeVLvJc5j99K8aLuk7Q1NQ8q\nj5V31CCW4q9h34rfpe+8S5/vdDpujY/vZAyjV1WPrdX1FPkz9guKbdDr+h2dA+WPWG3C7Iq/O52O\n15jV9+m34nhGkDps7cZrKfkb26vPx3dEuhGsYv4GSBCAn2WZb35MFiBSg5gLhau6Yhw/ure352BQ\n4yn4V61RCg4KhYK72nmvDkYqcUQHPMYyKTDE1YGlTxcDQhGw3Ov1HAymmEk3XWV6M3PA2G637eOP\nPzazq4BsLIi6iPjbxMSEWxk5GlYXP/1cWFiwk5MTz6jXmNMsy2xtbc2f10WBVZzkI4S/Wt/Uhc/f\n2bBoL3FojC3zr6AHCy9xO+o6ZJPR5wEiCsDMzI/dgzcAOyr0UXZioD3fUHDHeKUEPUCVPiigRdFg\nTBB23KtWW3ibCgmVSsUtvgAC3gVA1UL+sYKGWlV1caslmH5Eqz4/Kfd+FOwKKKN7n7YDuFkvCi5R\nclUZYO6ipVR5SYWcHizCfZoYohTXRWoT+1knVSRw82kcHmuFtaOKKjxtNgBJlFwyMw/VYQ0zviiN\nKg8BtzE5CIqbq27a/B0FWEmBgBKhAPFetcRDWoYJgm/ivf/6r/9qv/zLv5y7TnhW/Fa9XrfNzc3c\n9YODg9wRrBD9Vdre3ra7d+9eA+AaH8s6azQaHo+r+08ETawxszy411rN3Ks5CTGpLvZXPY8xsUYV\nevhAvWDwCjJS20yspY4Bc66hWTyvWIK5JpZV9yQSryJ/RaCnSpvOE2FcOn+0Nx7wcHBwcA0Qsv4Y\nA50z5UXtt35L91XlGwXdrEfaFvlrZ2fH7ty549/Fk1qtVh1HkQOj5dNUCdHQT9pKLkmlUvFrGODw\nDNIH9lsMOGaDnJFU+JHSjWC13+87aNLTqdCqsHz0+4NYREqbTE1N2Z07d+zs7MwODg48+zAOuII7\n1e6oDkCdUrPrJ6AoKNLrGncZhSLXiN8gU10nnU2P3/VYS2UaFbRsDto3+jQ5OWnr6+v22Wef+ZnC\nJBkhkGkD/ZqZmbHV1VXb39+3g4MD/zbv5Wd1ddX7QMkuBdJra2u57E0dS00yUg0bcKhxlwh43YCw\n2Clo5HADVV6wqBJQrxmQKhywVJZKJa9MgHBC+LB4AHi0QS09qojQLxYIyheAGGEB32l8p/KZWucB\nX4wBc8JihDf4lh4D2263rd1u546o5Z0IY4Aqa06BKu3muvJ33GhViNFeBYXa/mjVZD4BPwpOyTQn\nNID54Z5KpeKACUGua0KFtVrf9VoEznFtRatYlA167U0i5ECn0/FKAGaDBJhowSEGXDfMs7MzPzoz\n8k20ZPG9uJGrEhjbZ3YdrA4DWcrjAKdYxknbpGCZkk3x3ghQ8NgpSDEz+/TTT+1XfuVXrr0X5Vzv\njWWrAEjxncPubbfb145r7fevQrq0nBVjMDs7m3ShA4YYL90buUfzBlQpRMbre7Fy6jeQkzGuUb2p\nrHHu1f2a/VLlAOMVjU9ab5q2EmIXk7bYWyPY5N4I8iIwLBaLnh+C7CU8sV6v+7tpQ7PZ9GQ9na+5\nublcNQMSgjXRjTboXs04RnDKv3qSILyo4w9pchVtaLVauaQ8QGq327VXr17Z4uKiTU5O+r68t7dn\n5XLZlpaWrNvteu1zPV3r5OTEut1u7uALKhzouxgv4p95ftgeMYxuBKskhiiQUcBK7CZAjUBizsp9\n9eqVx7vqpqnvIx4RBi0Wiy5k9/f3c2CACeAd0RIWF3r8O9/JssxjRPk715WJAWGcIxw1F934WYx8\nF6vcwsKCFQoFe/78uQNDAJ1aImCgfv/K6riwsGD7+/t+lCjfVo1kdnbWjo6OvD+0gTZS7uP58+f+\nLQXkk5OTdnh46P9X7Qxgq+5/xlAth5OTk7maezAsLipiQwnoR2uPFuxUgDgbDcCaYHgEIL/jWiFs\nwWwQQ0mIAHOvsaf0ERCongLmUfkqKjQAALWuwhOaFckGARgl3hOBiGULFz9hMXgyNHEKPlHFTPld\nrSiMI6RKVrSyqhKqa0gtqfxL+xFW8D9jimBGIeNvjLO2LQpdvqvCWwGulpXhe7xX17H+/iYR65q1\nQ//ZZON4FItFr9epY766upoDLYwna04tsGxgPK+KnH5P26PXUr+bpRM4IkhU2U57zPJewdQYxf0i\nViO4uLjIAV2IDVevd7tdm56evnYvXhT9FkdZx7FQpZ/rrVYrB4Yg9VLo36IMZa2pFVctjvosMkZB\nklk+PInxjh4rs4FHS0GpKtbaX70W+xUJGa73RkWddqDERJmX4gP11kVKKRh6PCzfmJ2dzSX0kmwY\n+TbLsmuWad2LU22L99JvXaP6LxTXpuILHV+wBIZFFBjkxPr6uu8FlMLUueZeze7nG1ptg/vBCpFf\no4f9JroRrALSms2mW3diDB0bBtnxxWLRXeXRBaMuPzqByR63bq1Ws/39fdd0C4XByTto2uoejhs2\nEwbxPUAA5ZZSTKLgaWJiwssjpTZP+qNWYQWEWZbZgwcPbHd3146Pj33iKRcFqdDBGrexseFlrKLw\n4NuU88CNr/1EQ11cXLQXL17k3EMAEkIQVLuLY6Hme+7RUAIEMRo5LlvuIc44y7LcJoeLn7FSsEMb\no7sG8Ma4U7gfEAxvqBAtlUr+jIIl5kcFDYtXF1h01dE+tEHmHZ6MfJGyogNI4atKpeLriPam4lWH\nue21H+oq1xgxXRu0U+NGh/GA2cAih1KKlQBFNpZpgf+owED7mBvcQrpO4vgq8I0ACJCqsZMqhzTe\nWTfON4WGgfSo3POvWmC4Piyj1yx/LrvZQImNMjKuLbPrcXE39SHF7ynPnPZB35sKFUnxw7C2lkol\nW1tbu3avlumBKL8Y76VeqfZjYmIi5y7Ve+P6U8u49jeeCT9MAWCvSikEw8COUvTSxXfodTWS6H2p\nvWuYAqEySOcxyiY1DkT6onyf+ha/DwPN+s0UcIynd/G3lNKVauttgC01l8NAuGIgvJoxZ0Epteaj\nZTc+mxqn1NzofnPb8zfRjWB1d3c3Z8lg02ETpRj+8vKylctlB4IMGKAkIn11U/C++fl5KxaLnu3O\nM6rZMWiA18jg+g0dJBiNws0KKvQZQDCxWTG+RO/VKgB8i/ZwrvTnn3/ugIV2R8AOw+FaWl9ft729\nPY8dUQFAu6la0Ov1HNAyVty7urpqR0dHHlukjI0gxwWtfaCPGlvE+7UagBb7ZYywNqIYKEAHiJfL\n5VwxfwWrKuh6vV6uDqwG3Pf7g9O1sODqnMM/uBciwNH7ogUSgK5joq595Rkz8+oHKpB03PBM6Klb\nWuYFd4yCa9YE/Y68HhUItYwrrwKO6asKaV2HWkOYsceiqpZV3DZnZ2fW6XS8vBjPFwoF5wfKp2ll\nADb6qFQoL9BX5kstqCo8kS/0SRUR5jEqem8SYQjQBBz+jW57s+tFxLmWAozNZtNj8vS9Knv1+m2b\nsLYhFQ4QjRGp96KgDQMGkTRulXelYmGH9UGPW4Wi0g1pySMd22jN7vf7uaNVoWGep9vaeNP1YX8b\ndj/KL+2J8pNnX/e9sU/I22i5Td077L3KR8N4hjCV2MZhhMyN/Y1GgTi/2t7U+1OhHKk+pvoQv6Hf\nSfEMRjLFY6lv6VqKbYgn4unfblOAho3BF6UbV3az2bRSqeQFzmNc2eTkpK2srPgJRBp3h4szbh6g\ne6y0FLHX4vZs7tHFx4amsS9R8+v3BwlAJEWR3BM361KplCsdpFmvbHSqHUbwxnv4we1/cXFhOzs7\nuaQD2q0glwXf71+5UO7fv2/1et0tpdpnGJMfivdrGa9SqeR1Si8vL+3o6ChnwaTv3BeZNWqe/A7p\n2CJUAJuA0H6/7+EhWTawRLCoCUgH4CAANAwD176OEW1Xq5y6vAGDLESu8e7omoxKjfaRv8eNkx8N\n/QDE6UlgZuZjA1hlDfEcmfO0UxVBzfRXoKrWC/hGrZooGNrm1Gk9SsOUL303llWsq8SuYl3VZxkz\nlQXUCoZfNZkMMK6gVJULBayMQeQbvqtutdQcvgmkiiVzqBv348eP7d69ezk+wPNCfKLyBGPM/QcH\nBzY/P38NyKpc52+aFQ5FRZB2AehSm3HclBU4Qfqt1HpWoiap/o1EwVi9QMcEonxeJJKelEhOiu2I\nyVBmZi9evPAEK+4dlvgV24lcSIEfXQf0I8bmQzHcTUG8ghLkWNx7FcwoVkjNYwxZYrzBGtrmYaA0\ntoF3xv6pcsDfIs8x/xqqRB9Q/GK7kH2RZ1JGrth2s3yoTKo/cS7j9WF8z3G6SltbW3b//v3kOxkT\n+tPpdGx6ejp3LzkkMY7Z7Kq6hcau0h+t66qAN1pydTyG0a3HrSo4YbOoVqu2vr5u1WrVdnZ23Jpi\nNrBEabA0jWYzBYTWajWbmpqyRqNhZgM3j4IMtZiwcfIdZYAYJ1MoFHLJWXFx6e/6fj2VJ2q9EItf\nN+nx8XGbmZnxGpo8R5uKxWIOIOpCGh8ft+XlZTs+PrZms3kt+QUqFq+CvVutlid9McZ8q1y+Onnm\n4OAgN/7a7vHxcWu1Wte0Kf4ezf9seqqwxOxsyjKpix+ewJrI9UqlkqvfCtjVRCRtL7yogJX2AFDo\nlyoOLKhogacPel0VEO2zzjl9RkEAdAPYsFYp78BXGqZQKAxCW6KLHK+FWhMjLyqwV+DMGLHGUCRi\n1qv2U+ea+VDrfwStrG1+AOtxrLIs83hl1rR6LjggQUOKtL/q2o9jwByqIkkfUjLhTSIAA6fVZFnm\nYSfHx8e5dYAyg/zGqkgcMjzLemPO1WoDD5jlkw15PgKJKBt0XWkf4LeocKgyxr36E9c57dHn1fjB\nt0gMVuCkQE7fe3FxkauIYHYdHPDeCLQY80ha1ij2IfJxXGtxLLS9OgepeUgBL+1zrIGscxYNR8yX\neiQ1aVX3A9qgyhDX6POweVS5FGV4BMDaB42PhJdVbvIe5RHeGRU31hn7kfIX/dL3RayBvFXLLDJd\n7419jmBV51vbkJKXaint9Xq50on0DeMeSWbsxZeXl7kDkczMvWzn5+fuDej1ern625OTk87zjAXA\nnnmBF287JOBGsKon84Dg19fXbXV11Q4ODuzo6MhjcLSUDoOuRb3NLGdp2dzctE6n47Xp9Fm1sqi7\nVClqIUxGpVJxF74yoIIxXdRxU4dJ1EoVhYBqlkwIhe61DqwCLYS8ClSA6t27d61er7tLVRmVZ+hb\nq9Wycrns4QUK1vr9vq2srFij0ciBSQVOxI7qM9qfFKCPWrEqDYBwZTY0L56DNzirPGrBKpwAgAqy\nscqh+SkIAhwTJsC7FMDrJso9zFGc4/hjNsg+1YoPvBewxiEFWvMVnuQd1OmFxwGmUTnTeExVFKPy\no9YzVXB07FTJ42+pTYDvAUoiWKWfamVNfd/MckqcuuPx0lSrVZuamvJjceEVftSKGjdEKIKulMIR\nf38TiHVYLBavZcJfXFzYvXv3cuPJBo6FyWwQJxgtd+ohgPBOqeXNLJ8EqNf0X9rF9+O9EQhwv34/\nynG9Fjd2Nsb4rSy7Kr8Vj1vl+ymAENtFxnpsl3oXI9jVuTk7O0smU6lSraQyLe5NCjZVxvM+XVvx\nWwq4FUTovSov9FqcXwWCKnd4XueBdrHvR4rALYI5JZ0znUMdF6zlsV3s+ypLVHlW4sQt3sveHSsq\n8I04VyrDVbZHjMD9ca5Sfacdsa3sP1AEh7yLEDUSY3kfBhZ9Bq+BhsOcnp5ey+5XHtbnI4Ae1h/o\n1tJVbDyLi4t2584dKxQK9vLlS58UtQwBGBR0KpjKsquzc+fm5uzVq1dXDfifzZnnVXMBCAEmza4m\nU88E5l8GEld0JAVIMIICoAhU4+BFxmFjJ5N2f38/dzIUgIF/Y5t4x9LSkieUAewjQIFRsDyqlZgx\nwDJ3fn5uJycn19wVtB2gy7yoZS4l6KKVV0EQY4AwUDDJu3B9s8mwuWkNRQUl8JuGOJCog3CLoEaF\nXhRMKih0zOijAh21DERAqwdkKP/Aj/Ay7dF4bU2SYgyYU10/2i7tR1zMOrZm6bJE2me1ckShOWyt\nMEdYUhWsqhKkPykrDvNEHPP4+LhNTk5apVLJnXAVLaj6o3yugNUsb6VRiv18UyjLMs84V4W5WLyq\nsqLjixKtB72YWVIGFgoFazab144w7fV6uYLp/KvyR+/V9ch7UzyuG67K4RiTyvqL6ye1mavxQPmU\nslGRV9S6xr2Hh4cOSrWtWleTZ9m49Xn1wGh7AdF6DRdq5G0drzjesd+pMdAQBJ0bVVjMBjI43osn\nLFqeIwCmXRqqw78RkDKPqVq50aWumCLeG8NOoqFC20VSsI57BMsauqTfvLi48FrhjDl7XRwDNQzF\nv6WS++hL7F9qztlnoheT0EclDfGJfKHAMssylxVmV+vl5OTEraTcG8MEzCxXE1jfnVL6brOkRroR\nrBKI//DhQ5ucnLTj42OPzyMOTQ8K0ESsqFEVCgWr1Wp2fn5uW1tbDlY0fk1j1NjgMZNHgKKAdnJy\n0kvpxA0+JbTUhUzSC4PKBKl2pcAFMJNlV8X4m82mJ9mY5QUcjBStcfxtY2PDdnZ2nLFU4CjQpM8s\nGgXkCowrlYodHR1dA7M6DuoCj+4V7b8CZdqtriNVKszy5Wr4XS1u9A1woRY/LXlyeXnp8c5Y9BTE\naNwQ11Qpim1XLZy5U9IxUUsqbQbk6fzpmOpYdLtdX6woDqpIoIzpv/QhFrtOgYXUJgUfq9tVlTCe\n0/HW+VJhq++l/3qKFD/KN5EHdA60YkhUahW4p0KNlHTd6f9RplXBSK3ZN41SMZKA1Xg9Zjmb5cN/\nlDhZKb6Xe+P1Ye+NvJYClxF0xOeUYkyp3hvfm8rYxjKUalek+fn55BimvhVDBegX9yqlqgFEgKTt\nSo1t6t7U76m5UUtcah5Sz79Ou5SGzU0Eqtx7k/FJaRh/pX6nXalqGPH31BgMA37RoqnvSrV5GJ+l\n2vJF5py5iTHVY2Nj1zwHqbGlPVpP1Wzgzh/Wxtvode4dRjeC1W984xu2sbFh3W7X9vf3HSzgzqfw\nq24mClbMzMHH9PS0dTodB7wMPJoI4FXjV3C/mg0sXGo6Jqai3W6b2fW6frqRAkrYRNmII8ikzfqs\n2cDET38UGMZs6tuERLFYtKWlJdva2vJYJ1zpulkDakulknU6nWvufwVe8/Pz1ul0clZn3qEakgLZ\nlCWBZ2h3dFUoiIrZhYCmLMs8HIJ3ALiji0Xd94BugEycF3grxirRHhUKCsIUWKf4IzUOwxQMfY5v\nalgC31drsyZQqQcBIKcAFcCl2nLsX5wvBZdKWOHj/POjQnAY0VdNsIqANQpz2hq1ad6FBUXjl2Jf\ndG4YD20L/cUSr+swNadvGg3bHG7bGH8a9/60nv8q3vuT+tYXvffrOo8/qW99mfte9x0/qTH4svRV\ntCt1PXolbvpWNBjcdO9Pi24Eq9/85jet1WrlgseJaWADx31tNgBXGuA7NzfnxeeJhVMrKRYmM0ue\nd242iJlgYyf2jRI6Ztc3OQUcCthi4HOcWAULeo1/q9WqFQoFL9YfXZ83TT6uluXlZavX636ql7Y/\nxhRyytT4+LgnQsR+EdNJSaiUW5/xBRTzzWEaqoIHTaxSoIkrG6CliodaBZgzDX7nGwp64Bm1vAHq\neE4BNz8pDZd2DrMS6bzSRnhDQzFom/JtBLIaYwnIVFBKrCr8rd4HQl0YM8IkUhnPyifabr6tSpaC\n/Dg+Gm4yDBCmrmlogCp+jGUEnKooEIzPsYnwDYCVNsbvssbU6hyBKyCVtqXGYEQjGtGIRvR/l7L+\nm26CGNGIRjSiEY1oRCMa0deW3rzaLiMa0YhGNKIRjWhEI/o/QyOwOqIRjWhEIxrRiEY0oq8tjcDq\niEY0ohGNaEQjGtGIvrY0AqsjGtGIRjSiEY1oRCP62tIIrI5oRCMa0YhGNKIRjehrSyOwOqIRjWhE\nIxrRiEY0oq8t/X+gMq/LscTgkgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1023a1278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import data, color, feature\n",
    "import skimage.data\n",
    "\n",
    "image = color.rgb2gray(data.chelsea())\n",
    "hog_vec, hog_vis = feature.hog(image, visualise=True)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 6),\n",
    "                       subplot_kw=dict(xticks=[], yticks=[]))\n",
    "ax[0].imshow(image, cmap='gray')\n",
    "ax[0].set_title('input image')\n",
    "\n",
    "ax[1].imshow(hog_vis)\n",
    "ax[1].set_title('visualization of HOG features');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HOG in Action: A Simple Face Detector\n",
    "\n",
    "Using these HOG features, we can build up a simple facial detection algorithm with any Scikit-Learn estimator; here we will use a linear support vector machine (refer back to [In-Depth: Support Vector Machines](05.07-Support-Vector-Machines.ipynb) if you need a refresher on this).\n",
    "The steps are as follows:\n",
    "\n",
    "1. Obtain a set of image thumbnails of faces to constitute \"positive\" training samples.\n",
    "2. Obtain a set of image thumbnails of non-faces to constitute \"negative\" training samples.\n",
    "3. Extract HOG features from these training samples.\n",
    "4. Train a linear SVM classifier on these samples.\n",
    "5. For an \"unknown\" image, pass a sliding window across the image, using the model to evaluate whether that window contains a face or not.\n",
    "6. If detections overlap, combine them into a single window.\n",
    "\n",
    "Let's go through these steps and try it out:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Obtain a set of positive training samples\n",
    "\n",
    "Let's start by finding some positive training samples that show a variety of faces.\n",
    "We have one easy set of data to work with—the Labeled Faces in the Wild dataset, which can be downloaded by Scikit-Learn:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13233, 62, 47)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import fetch_lfw_people\n",
    "faces = fetch_lfw_people()\n",
    "positive_patches = faces.images\n",
    "positive_patches.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives us a sample of 13,000 face images to use for training."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Obtain a set of negative training samples\n",
    "\n",
    "Next we need a set of similarly sized thumbnails which *do not* have a face in them.\n",
    "One way to do this is to take any corpus of input images, and extract thumbnails from them at a variety of scales.\n",
    "Here we can use some of the images shipped with Scikit-Image, along with Scikit-Learn's ``PatchExtractor``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from skimage import data, transform\n",
    "\n",
    "imgs_to_use = ['camera', 'text', 'coins', 'moon',\n",
    "               'page', 'clock', 'immunohistochemistry',\n",
    "               'chelsea', 'coffee', 'hubble_deep_field']\n",
    "images = [color.rgb2gray(getattr(data, name)())\n",
    "          for name in imgs_to_use]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30000, 62, 47)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_extraction.image import PatchExtractor\n",
    "\n",
    "def extract_patches(img, N, scale=1.0, patch_size=positive_patches[0].shape):\n",
    "    extracted_patch_size = tuple((scale * np.array(patch_size)).astype(int))\n",
    "    extractor = PatchExtractor(patch_size=extracted_patch_size,\n",
    "                               max_patches=N, random_state=0)\n",
    "    patches = extractor.transform(img[np.newaxis])\n",
    "    if scale != 1:\n",
    "        patches = np.array([transform.resize(patch, patch_size)\n",
    "                            for patch in patches])\n",
    "    return patches\n",
    "\n",
    "negative_patches = np.vstack([extract_patches(im, 1000, scale)\n",
    "                              for im in images for scale in [0.5, 1.0, 2.0]])\n",
    "negative_patches.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have 30,000 suitable image patches which do not contain faces.\n",
    "Let's take a look at a few of them to get an idea of what they look like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RzxA4SMKrVqtDpUxEAGlcUvmy2gDAWMY6AGm/qOOYmUxGDGudka7hej4j8gUd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\naN1aLoVU6c5abDVq1IkqLy+X80sUZbFkx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/3qV1i3bh3q6+slQCIBlb2zNRfk5Zdfxo4d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s8Oe8J/oKXNXYlEIjbn+Ojo6NIsZL7n+Pj4d86XfivO1n2QfABXjo7BzAyX5++ZWuN+H/cB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\n/wB45kixx1m61wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a5d7710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(6, 10)\n",
    "for i, axi in enumerate(ax.flat):\n",
    "    axi.imshow(negative_patches[500 * i], cmap='gray')\n",
    "    axi.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our hope is that these would sufficiently cover the space of \"non-faces\" that our algorithm is likely to see."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Combine sets and extract HOG features\n",
    "\n",
    "Now that we have these positive samples and negative samples, we can combine them and compute HOG features.\n",
    "This step takes a little while, because the HOG features involve a nontrivial computation for each image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from itertools import chain\n",
    "X_train = np.array([feature.hog(im)\n",
    "                    for im in chain(positive_patches,\n",
    "                                    negative_patches)])\n",
    "y_train = np.zeros(X_train.shape[0])\n",
    "y_train[:positive_patches.shape[0]] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(43233, 1215)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are left with 43,000 training samples in 1,215 dimensions, and we now have our data in a form that we can feed into Scikit-Learn!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Training a support vector machine\n",
    "\n",
    "Next we use the tools we have been exploring in this chapter to create a classifier of thumbnail patches.\n",
    "For such a high-dimensional binary classification task, a Linear support vector machine is a good choice.\n",
    "We will use Scikit-Learn's ``LinearSVC``, because in comparison to ``SVC`` it often has better scaling for large number of samples.\n",
    "\n",
    "First, though, let's use a simple Gaussian naive Bayes to get a quick baseline:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.9408785 ,  0.8752342 ,  0.93976823])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "\n",
    "cross_val_score(GaussianNB(), X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that on our training data, even a simple naive Bayes algorithm gets us upwards of 90% accuracy.\n",
    "Let's try the support vector machine, with a grid search over a few choices of the C parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.98667684407744083"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.grid_search import GridSearchCV\n",
    "grid = GridSearchCV(LinearSVC(), {'C': [1.0, 2.0, 4.0, 8.0]})\n",
    "grid.fit(X_train, y_train)\n",
    "grid.best_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 4.0}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.best_params_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take the best estimator and re-train it on the full dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearSVC(C=4.0, class_weight=None, dual=True, fit_intercept=True,\n",
       "     intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n",
       "     multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n",
       "     verbose=0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = grid.best_estimator_\n",
    "model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Find faces in a new image\n",
    "\n",
    "Now that we have this model in place, let's grab a new image and see how the model does.\n",
    "We will use one portion of the astronaut image for simplicity (see discussion of this in [Caveats and Improvements](#Caveats-and-Improvements)), and run a sliding window over it and evaluate each patch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YvPh65dDzQP/XO++53lys8qZAidveSj9W/xcHMoQYK7HiIcTou47H39ZKaIGXlae1QlkA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rxkci6Xc4BkfScRIxbxsqQIIPv48aPlcvfr5nSHHLMHHwoll1mVAD3WDURgerECxuLioleUZSnV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\nVqvZH/7wB69UCqNk0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HcRNUgMJStTwzmPKcLx+BnUFxDD3zSuQ2VOEhI1n4nnYuABRMLk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d140fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_image = skimage.data.astronaut()\n",
    "test_image = skimage.color.rgb2gray(test_image)\n",
    "test_image = skimage.transform.rescale(test_image, 0.5)\n",
    "test_image = test_image[:160, 40:180]\n",
    "\n",
    "plt.imshow(test_image, cmap='gray')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, let's create a window that iterates over patches of this image, and compute HOG features for each patch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1911, 1215)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sliding_window(img, patch_size=positive_patches[0].shape,\n",
    "                   istep=2, jstep=2, scale=1.0):\n",
    "    Ni, Nj = (int(scale * s) for s in patch_size)\n",
    "    for i in range(0, img.shape[0] - Ni, istep):\n",
    "        for j in range(0, img.shape[1] - Ni, jstep):\n",
    "            patch = img[i:i + Ni, j:j + Nj]\n",
    "            if scale != 1:\n",
    "                patch = transform.resize(patch, patch_size)\n",
    "            yield (i, j), patch\n",
    "            \n",
    "indices, patches = zip(*sliding_window(test_image))\n",
    "patches_hog = np.array([feature.hog(patch) for patch in patches])\n",
    "patches_hog.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can take these HOG-featured patches and use our model to evaluate whether each patch contains a face:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = model.predict(patches_hog)\n",
    "labels.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that out of nearly 2,000 patches, we have found 30 detections.\n",
    "Let's use the information we have about these patches to show where they lie on our test image, drawing them as rectangles:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i4gInJyc4Pj7GxcUFLi8v0Ww2HaPhRE6SxJlMKAtSRT2fK3ix/GRH3W4XjUajZA7BvqO+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\nZkHCE++2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d19f198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.imshow(test_image, cmap='gray')\n",
    "ax.axis('off')\n",
    "\n",
    "Ni, Nj = positive_patches[0].shape\n",
    "indices = np.array(indices)\n",
    "\n",
    "for i, j in indices[labels == 1]:\n",
    "    ax.add_patch(plt.Rectangle((j, i), Nj, Ni, edgecolor='red',\n",
    "                               alpha=0.3, lw=2, facecolor='none'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All of the detected patches overlap and found the face in the image!\n",
    "Not bad for a few lines of Python."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Caveats and Improvements\n",
    "\n",
    "If you dig a bit deeper into the preceding code and examples, you'll see that we still have a bit of work before we can claim a production-ready face detector.\n",
    "There are several issues with what we've done, and several improvements that could be made. In particular:\n",
    "\n",
    "### Our training set, especially for negative features, is not very complete\n",
    "\n",
    "The central issue is that there are many face-like textures that are not in the training set, and so our current model is very prone to false positives.\n",
    "You can see this if you try out the above algorithm on the *full* astronaut image: the current model leads to many false detections in other regions of the image.\n",
    "\n",
    "We might imagine addressing this by adding a wider variety of images to the negative training set, and this would probably yield some improvement.\n",
    "Another way to address this is to use a more directed approach, such as *hard negative mining*.\n",
    "In hard negative mining, we take a new set of images that our classifier has not seen, find all the patches representing false positives, and explicitly add them as negative instances in the training set before re-training the classifier.\n",
    "\n",
    "### Our current pipeline searches only at one scale\n",
    "\n",
    "As currently written, our algorithm will miss faces that are not approximately 62×47 pixels.\n",
    "This can be straightforwardly addressed by using sliding windows of a variety of sizes, and re-sizing each patch using ``skimage.transform.resize`` before feeding it into the model.\n",
    "In fact, the ``sliding_window()`` utility used here is already built with this in mind.\n",
    "\n",
    "### We should combine overlapped detection patches\n",
    "\n",
    "For a production-ready pipeline, we would prefer not to have 30 detections of the same face, but to somehow reduce overlapping groups of detections down to a single detection.\n",
    "This could be done via an unsupervised clustering approach (MeanShift Clustering is one good candidate for this), or via a procedural approach such as *non-maximum suppression*, an algorithm common in machine vision.\n",
    "\n",
    "### The pipeline should be streamlined\n",
    "\n",
    "Once we address these issues, it would also be nice to create a more streamlined pipeline for ingesting training images and predicting sliding-window outputs.\n",
    "This is where Python as a data science tool really shines: with a bit of work, we could take our prototype code and package it with a well-designed object-oriented API that give the user the ability to use this easily.\n",
    "I will leave this as a proverbial \"exercise for the reader\".\n",
    "\n",
    "### More recent advances: Deep Learning\n",
    "\n",
    "Finally, I should add that HOG and other procedural feature extraction methods for images are no longer state-of-the-art techniques.\n",
    "Instead, many modern object detection pipelines use variants of deep neural networks: one way to think of neural networks is that they are an estimator which determines optimal feature extraction strategies from the data, rather than relying on the intuition of the user.\n",
    "An intro to these deep neural net methods is conceptually (and computationally!) beyond the scope of this section, although open tools like Google's [TensorFlow](https://www.tensorflow.org/) have recently made deep learning approaches much more accessible than they once were.\n",
    "As of the writing of this book, deep learning in Python is still relatively young, and so I can't yet point to any definitive resource.\n",
    "That said, the list of references in the following section should provide a useful place to start!"
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    "<!--NAVIGATION-->\n",
    "< [In-Depth: Kernel Density Estimation](05.13-Kernel-Density-Estimation.ipynb) | [Contents](Index.ipynb) | [Further Machine Learning Resources](05.15-Learning-More.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.14-Image-Features.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
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